diff --git a/docs/tutorials/color_magnitude_narrowband.ipynb b/docs/tutorials/color_magnitude_narrowband.ipynb
index 74770b1..e15543e 100644
--- a/docs/tutorials/color_magnitude_narrowband.ipynb
+++ b/docs/tutorials/color_magnitude_narrowband.ipynb
@@ -60,7 +60,7 @@
      "output_type": "stream",
      "text": [
       "==============\n",
-      "species v0.8.3\n",
+      "species v0.8.4\n",
       "==============\n",
       "\n",
       "Working folder: /Users/tomasstolker/applications/species/docs/tutorials\n",
@@ -80,7 +80,7 @@
     {
      "data": {
       "text/plain": [
-       "<species.core.species_init.SpeciesInit at 0x10f520710>"
+       "<species.core.species_init.SpeciesInit at 0x1421f9590>"
       ]
      },
      "execution_count": 2,
@@ -148,7 +148,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Add companion: ['beta Pic b', 'beta Pic c', 'HIP 65426 b', '51 Eri b', 'HR 8799 b', 'HR 8799 c', 'HR 8799 d', 'HR 8799 e', 'HD 95086 b', 'PDS 70 b', 'PDS 70 c', '2M 1207 B', 'AB Pic B', 'HD 206893 B', 'RZ Psc B', 'GQ Lup B', 'PZ Tel B', 'kappa And b', 'HD 1160 B', 'ROXs 12 B', 'ROXs 42 Bb', 'GJ 504 b', 'GJ 758 B', 'GU Psc b', '2M0103 ABb', '1RXS 1609 B', 'GSC 06214 B', 'HD 72946 B', 'HIP 64892 B', 'HD 13724 B', 'YSES 1 b', 'YSES 1 c', 'YSES 2 b', 'HD 142527 B', 'CS Cha B', 'CT Cha B', 'SR 12 C', 'DH Tau B', 'HD 4747 B', 'HR 3549 B', 'CHXR 73 B', 'HD 19467 B', 'b Cen (AB)b', 'VHS 1256 B']\n"
+      "Add companion: ['AF Lep b', 'beta Pic b', 'beta Pic c', 'HIP 65426 b', 'HIP 99770 b', '51 Eri b', 'HR 8799 b', 'HR 8799 c', 'HR 8799 d', 'HR 8799 e', 'HD 95086 b', 'PDS 70 b', 'PDS 70 c', '2M 1207 B', 'AB Pic B', 'HD 206893 B', 'HD 206893 c', 'RZ Psc B', 'GQ Lup B', 'PZ Tel B', 'kappa And b', 'HD 1160 B', 'ROXs 12 B', 'ROXs 42 Bb', 'GJ 504 b', 'GJ 758 B', 'GU Psc b', '2M0103 ABb', '1RXS 1609 B', 'GSC 06214 B', 'HD 72946 B', 'HIP 64892 B', 'HD 13724 B', 'YSES 1 b', 'YSES 1 c', 'YSES 2 b', 'HD 142527 B', 'CS Cha B', 'CT Cha B', 'SR 12 C', 'DH Tau B', 'HD 4747 B', 'HR 3549 B', 'CHXR 73 B', 'HD 19467 B', 'b Cen (AB)b', 'VHS 1256 B']\n"
      ]
     },
     {
@@ -169,7 +169,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|████████████████████████████████████████| 288k/288k [00:00<00:00, 120MB/s]"
+      "100%|████████████████████████████████████████| 288k/288k [00:00<00:00, 135MB/s]"
      ]
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     {
@@ -184,9 +184,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\n",
-      "/Users/tomasstolker/applications/species/species/data/database.py:1420: UserWarning: Found 33 fluxes with NaN in the data of GPI_YJHK. Removing the spectral fluxes that contain a NaN.\n",
-      "  warnings.warn(\n"
+      "\n"
      ]
     },
     {
@@ -202,7 +200,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/tomasstolker/applications/species/species/data/filter_data/filter_data.py:227: UserWarning: The minimum transmission value of Subaru/CIAO.z is smaller than zero (-1.80e-03). Wavelengths with negative transmission values will be removed.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/data/database.py:1425: UserWarning: Found 33 fluxes with NaN in the data of GPI_YJHK. Removing the spectral fluxes that contain a NaN.\n",
+      "  warnings.warn(\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/data/filter_data/filter_data.py:227: UserWarning: The minimum transmission value of Subaru/CIAO.z is smaller than zero (-1.80e-03). Wavelengths with negative transmission values will be removed.\n",
       "  warnings.warn(\n"
      ]
     }
@@ -248,7 +248,7 @@
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+      "100%|█████████████████████████████████████| 17.2k/17.2k [00:00<00:00, 27.1MB/s]\n",
       "Downloading data from 'http://svo2.cab.inta-csic.es/vocats/v2/spex/cs.php?RA=180.000000&DEC=0.000000&SR=180.000000&VERB=2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex.xml'.\n"
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@@ -263,7 +263,7 @@
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+      "100%|█████████████████████████████████████| 39.4k/39.4k [00:00<00:00, 13.1MB/s]\n",
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J120747.17%2B024424.8' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12074717+0244249.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J120747.17%2B024424.8&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J120747.17+024424.8.xml'.\n"
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+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.81MB/s]\n",
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11463232%2B0203414' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11463232+0203414.xml'.\n"
@@ -314,7 +314,7 @@
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+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 950kB/s]\n",
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11463232%2B0203414&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11463232+0203414.xml'.\n"
@@ -331,7 +331,7 @@
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+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 6.53MB/s]\n",
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12154938-0036387' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12154938-0036387.xml'.\n"
@@ -348,7 +348,7 @@
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+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.05MB/s]\n",
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12154938-0036387&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12154938-0036387.xml'.\n"
@@ -365,7 +365,7 @@
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11582077%2B0435014' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11582077+0435014.xml'.\n"
@@ -382,7 +382,7 @@
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+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 934kB/s]\n",
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11582077%2B0435014&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11582077+0435014.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1217110-031113' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12171110-0311131.xml'.\n"
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       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1217110-031113&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1217110-031113.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J115553.86%2B055957.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11555389+0559577.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J115553.86%2B055957.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J115553.86+055957.5.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12212770%2B0257198' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12212770+0257198.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12212770%2B0257198&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12212770+0257198.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12341814%2B0008359' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12341814+0008359.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12341814%2B0008359&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12341814+0008359.xml'.\n"
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       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12095613-1004008' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12095613-1004008.xml'.\n"
@@ -552,9 +552,10 @@
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-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12095613-1004008&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12095613-1004008.xml'.\n"
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@@ -568,8 +569,7 @@
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      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12095613-1004008&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12095613-1004008.xml'.\n",
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.30MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 7.99MB/s]\n",
       "SHA256 hash of downloaded file: ee946dc633e2c38bbd927754e2740485685e3258d2d1b9da6cfd65fe1d3ccbf7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12314753%2B0847331' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12314753+0847331.xml'.\n"
@@ -586,7 +586,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 437kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.04MB/s]\n",
       "SHA256 hash of downloaded file: f7ff94d2b02f5b6ff21c2b6ea59748b3f87c5baf7bd55ff0e363f7a8882f81ea\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12314753%2B0847331&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12314753+0847331.xml'.\n"
@@ -603,7 +603,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.65k/7.65k [00:00<00:00, 4.06MB/s]\n",
+      "100%|█████████████████████████████████████| 7.65k/7.65k [00:00<00:00, 6.62MB/s]\n",
       "SHA256 hash of downloaded file: 73b0860b68213551f3bda7ca5f67804cf786114b16080ecdc27ab538b0b772da\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J111010.01%2B011613.1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11101001+0116130.xml'.\n"
@@ -620,7 +620,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.06MB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 980kB/s]\n",
       "SHA256 hash of downloaded file: d27bf9415b4eafc6b52651efd8850891cd34eacc2d513f3fa73948edf0255b20\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J111010.01%2B011613.1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J111010.01+011613.1.xml'.\n"
@@ -637,7 +637,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.72k/7.72k [00:00<00:00, 8.02MB/s]\n",
+      "100%|█████████████████████████████████████| 7.72k/7.72k [00:00<00:00, 5.35MB/s]\n",
       "SHA256 hash of downloaded file: e66c36edb7c393f4059ce8e85e4bef7aeeae8dc6a38311efa097d00cf7b19286\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12471472-0525130' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12471472-0525130.xml'.\n"
@@ -654,7 +654,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 405kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 487kB/s]\n",
       "SHA256 hash of downloaded file: 48cf76a08252de44939c62b38538ad557c001ea25ed24515c936b9ac9a3892af\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12471472-0525130&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12471472-0525130.xml'.\n"
@@ -671,9 +671,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 7.30MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 8.89MB/s]\n",
       "SHA256 hash of downloaded file: 98a2e82c780874a3d97e3d28b20dc1a045463b1fb5b8500a3f14e32cff04d7bc\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11181292-0856106' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11181292-0856106.xml'.\n"
      ]
     },
     {
@@ -687,8 +688,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11181292-0856106' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11181292-0856106.xml'.\n",
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 522kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.05MB/s]\n",
       "SHA256 hash of downloaded file: 1f4d54b9f32fa7dfd604839e6df19ed7819074fa34298a7572d28e54c6b470dc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11181292-0856106&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11181292-0856106.xml'.\n"
@@ -705,7 +705,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.38MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 8.05MB/s]\n",
       "SHA256 hash of downloaded file: 9bf6b14fdd56899dc7d79c496f48ef2f5bf0e42034017ec3225c58364f327b3c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J125453.90-012247.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12545393-0122474.xml'.\n"
@@ -722,9 +722,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 701kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.05MB/s]\n",
       "SHA256 hash of downloaded file: 45474f097de8f99ff3854ebf630147effe4192ee1b220fa9a2ca4d23c53044f0\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J125453.90-012247.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J125453.90-012247.4.xml'.\n"
      ]
     },
     {
@@ -738,8 +739,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J125453.90-012247.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J125453.90-012247.4.xml'.\n",
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.24MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 8.63MB/s]\n",
       "SHA256 hash of downloaded file: 83926fd4a7a88d205cca9d73b6838feb883ebc92e2f013eaceae03d466c34918\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11304030%2B1206306' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11304030+1206306.xml'.\n"
@@ -756,7 +756,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 829kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 848kB/s]\n",
       "SHA256 hash of downloaded file: 8c66d5cb846c4651dbb2223cc25424ae517e1c56d56fcbe55ce30c0cbb4dfd5d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11304030%2B1206306&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11304030+1206306.xml'.\n"
@@ -773,7 +773,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.70MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 7.79MB/s]\n",
       "SHA256 hash of downloaded file: 25be17996601db70c4ca8c9549ad13a22fb3f262ae105da939656531b62e325b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J1256-0224' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12563716-0224522.xml'.\n"
@@ -790,9 +790,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 514kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 974kB/s]\n",
       "SHA256 hash of downloaded file: 0e2955e6cbf2f0ed5abf09d0cd58f6cba174aacc41369f4046d0f05007260200\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J1256-0224&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J1256-0224.xml'.\n"
      ]
     },
     {
@@ -806,10 +807,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J1256-0224&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J1256-0224.xml'.\n",
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 8.64MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 8.25MB/s]\n",
       "SHA256 hash of downloaded file: 15098599117f725cb92f81aaaf91a9a8574acfeddf012e4cde930e88161142d7\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11323833-1446374' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11323833-1446374.xml'.\n"
      ]
     },
     {
@@ -823,10 +824,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11323833-1446374' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11323833-1446374.xml'.\n",
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 437kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 991kB/s]\n",
       "SHA256 hash of downloaded file: 1be6ecaed4da18515c25c05350d9f7683e13441ad871bd37dda1e19f3b2cfa6f\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11323833-1446374&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11323833-1446374.xml'.\n"
      ]
     },
     {
@@ -840,8 +841,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11323833-1446374&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11323833-1446374.xml'.\n",
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 2.36MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 6.06MB/s]\n",
       "SHA256 hash of downloaded file: 5bfabd7b4485c7607542767a34e890a73827cf0f412cc50e55a270b032985a60\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12474944-1117551' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12474944-1117551.xml'.\n"
@@ -858,7 +858,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 762kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.02MB/s]\n",
       "SHA256 hash of downloaded file: 9cd41f94ea7ca486e1d5f6393828ed39f7eef3ce6f437be2a3a9411cf2198db4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12474944-1117551&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12474944-1117551.xml'.\n"
@@ -875,7 +875,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.59k/7.59k [00:00<00:00, 7.76MB/s]\n",
+      "100%|█████████████████████████████████████| 7.59k/7.59k [00:00<00:00, 7.43MB/s]\n",
       "SHA256 hash of downloaded file: 8f95e2ee2350786a70ea58c8bdcb837a2011614f38caa9bf0cdc8d4f9db1bad4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS-P+J1228.2-1547' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12281523-1547342.xml'.\n"
@@ -892,7 +892,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 51.9kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.27MB/s]\n",
       "SHA256 hash of downloaded file: 0f94fd6cdaac86f0b770e27cfb398a5fa5d5edfc41d1cb8cf368e85a48f9eea5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=DENIS-P+J1228.2-1547&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_DENIS-P J1228.2-1547.xml'.\n"
@@ -909,7 +909,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.73MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 7.24MB/s]\n",
       "SHA256 hash of downloaded file: 9f1507bdcc56402223b419944cd50cd6e8469e1f27532ef92f9bc1e39c2fc4a1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=Wolf+359' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10562886+0700527.xml'.\n"
@@ -926,9 +926,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 609kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 798kB/s]\n",
       "SHA256 hash of downloaded file: f90c52ddf4af3b781d0b762da80032b3a2cead1e5dc15f9369ddfe1ce2b2002c\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=Wolf+359&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_Wolf 359.xml'.\n"
      ]
     },
     {
@@ -942,8 +943,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=Wolf+359&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_Wolf 359.xml'.\n",
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 3.09MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 5.73MB/s]\n",
       "SHA256 hash of downloaded file: 60a99f9ce6ad487452b71c05461e6922614cc98145e4442f1c1bd935145fd57c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J104842.84%2B011158.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10484281+0111580.xml'.\n"
@@ -960,7 +960,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 530kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.16MB/s]\n",
       "SHA256 hash of downloaded file: 3ef27f97bbb3ab77b98c724994aebedcf26042f3cc83116e22364165ebedbe4f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J104842.84%2B011158.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J104842.84+011158.5.xml'.\n"
@@ -977,7 +977,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 3.63MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 6.61MB/s]\n",
       "SHA256 hash of downloaded file: 287c85e85b4caffe8f8752fc29073dae2ccea3194896a051a07451506be7bfec\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J104409.43%2B042937.6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10440942+0429376.xml'.\n"
@@ -994,7 +994,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 421kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 975kB/s]\n",
       "SHA256 hash of downloaded file: 8a259c9525b94e1a7737537eeb9e89f42b0cf1935862a8d2ca15be6a9257bcc7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J104409.43%2B042937.6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J104409.43+042937.6.xml'.\n"
@@ -1011,7 +1011,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 7.89MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 8.93MB/s]\n",
       "SHA256 hash of downloaded file: 00e7d5cc7fd6101d5e769df5acccbb38c07adc378fd821c4e2921b274a389ffc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J104829.21%2B091937.8' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10482926+0919373.xml'.\n"
@@ -1028,7 +1028,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 2.70MB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 816kB/s]\n",
       "SHA256 hash of downloaded file: 5b4fce69d817ebc18ca39fb39e7d6012b237c399ee378feedebc19149b8279b6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J104829.21%2B091937.8&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J104829.21+091937.8.xml'.\n"
@@ -1045,7 +1045,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 3.72MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 7.02MB/s]\n",
       "SHA256 hash of downloaded file: c4e78e32bb2b44e936a88002bd2767d6c70d823215c6b1e2ca525351c603592f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J132629.82-003831.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13262981-0038314.xml'.\n"
@@ -1062,9 +1062,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.30MB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 667kB/s]\n",
       "SHA256 hash of downloaded file: 8227c33683056945af3d8c0bac8a67fb22ed73128900763c494af3a43b8c0d95\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J132629.82-003831.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J132629.82-003831.5.xml'.\n"
      ]
     },
     {
@@ -1078,10 +1079,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J132629.82-003831.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J132629.82-003831.5.xml'.\n",
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 3.21MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 6.60MB/s]\n",
       "SHA256 hash of downloaded file: 1a1167ed2b0d080120f8d8686cd368d5484f903999b5e6aef5e6be8958a37de2\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS-P+J1058.7-1548' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10584787-1548172.xml'.\n"
      ]
     },
     {
@@ -1095,8 +1096,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS-P+J1058.7-1548' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10584787-1548172.xml'.\n",
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 406kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 808kB/s]\n",
       "SHA256 hash of downloaded file: e0ad1b2b63b4a8059430a737484d9c1a10c3a837a61adb4286d964be86a2b5bf\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=DENIS-P+J1058.7-1548&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_DENIS-P J1058.7-1548.xml'.\n"
@@ -1113,7 +1113,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.64MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.53MB/s]\n",
       "SHA256 hash of downloaded file: 114bc120a770d68e6903adb642e1e06a8658661497064a67d5e86ffbbda16324\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J10454932%2B1254541' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10454932+1254541.xml'.\n"
@@ -1130,7 +1130,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 510kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.07MB/s]\n",
       "SHA256 hash of downloaded file: 6e6da649ecd101ab608cb389834b9f11cfdc0f56207ce3b099882a82a7d84cdb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J10454932%2B1254541&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J10454932+1254541.xml'.\n"
@@ -1147,7 +1147,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 2.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 6.45MB/s]\n",
       "SHA256 hash of downloaded file: 0d260c2b9b1e140728c3135de42c5863daf58ed1c82a8b52a635b0d7b7a60d9f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J104335.08%2B121314.1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10433508+1213149.xml'.\n"
@@ -1164,7 +1164,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 470kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 966kB/s]\n",
       "SHA256 hash of downloaded file: a408a852a68269d00d4e5eee04af012e7cb3c50ca72e7200c822939eaecb2f37\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J104335.08%2B121314.1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J104335.08+121314.1.xml'.\n"
@@ -1181,7 +1181,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 4.51MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 6.15MB/s]\n",
       "SHA256 hash of downloaded file: b0a5ffc3b1390f9720999db0c026680aaad847a79ef811926b25e3ab5a04abec\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1146345%2B223053' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11463449+2230527.xml'.\n"
@@ -1198,7 +1198,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 516kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 622kB/s]\n",
       "SHA256 hash of downloaded file: 7e0cfb4704729975b307db4fca7225dc07bf4b001e072fe3abd930eacf75e3c4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1146345%2B223053&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1146345+223053.xml'.\n"
@@ -1215,7 +1215,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 10.4MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.57MB/s]\n",
       "SHA256 hash of downloaded file: a1059c5b802eda8ce1e37f4c0103562dcd1345ea40c7bac8ab898ac7fd8b5962\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J133148.92-011651.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13314894-0116500.xml'.\n"
@@ -1232,7 +1232,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 2.00MB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 838kB/s]\n",
       "SHA256 hash of downloaded file: 26122de4c4bf3380906f9574044ff0fc6202855ee361d92bfadda94e4efeb78f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J133148.92-011651.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J133148.92-011651.4.xml'.\n"
@@ -1249,7 +1249,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 4.52MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 6.65MB/s]\n",
       "SHA256 hash of downloaded file: bfefc6c8230835396847c3bc60195821b6c8e8cc954c366f7f88d88842afc44a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12121714-2253451' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12121714-2253451.xml'.\n"
@@ -1266,7 +1266,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 352kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.06MB/s]\n",
       "SHA256 hash of downloaded file: 675ee4fcd302be7d589aa09dd15cbabde65c7c91a60958622384198664525b23\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12121714-2253451&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12121714-2253451.xml'.\n"
@@ -1283,7 +1283,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.48MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 6.36MB/s]\n",
       "SHA256 hash of downloaded file: 9a0c992d501cce84cd9dc9ddad83c34be2338405a9b3c4cf2b7488095b0779ec\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13272391%2B0946446' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13272391+0946446.xml'.\n"
@@ -1300,7 +1300,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 786kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 810kB/s]\n",
       "SHA256 hash of downloaded file: 3e07cd52c90a4752cbfdaffb4f963093d666193f89794b84d719c4be135c510f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13272391%2B0946446&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13272391+0946446.xml'.\n"
@@ -1317,7 +1317,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 5.41MB/s]\n",
+      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 6.87MB/s]\n",
       "SHA256 hash of downloaded file: 0849e8331e1878de7a6811ff51af161241a59f253d09adc62b71cf0d49677e90\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1104012%2B195921' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11040127+1959217.xml'.\n"
@@ -1334,7 +1334,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 771kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 876kB/s]\n",
       "SHA256 hash of downloaded file: 5f36c68d9e8e644db8d5c1effbdac9637c7c1a810eb97b5d36a1937ff649d460\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1104012%2B195921&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1104012+195921.xml'.\n"
@@ -1351,7 +1351,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.79MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 7.04MB/s]\n",
       "SHA256 hash of downloaded file: 032ec712219ca6a582f0699a8c81a0bdfea1d811e8ad9f5b537f7330678c6559\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12414645-2238178' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12414645-2238178.xml'.\n"
@@ -1368,7 +1368,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 322kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 980kB/s]\n",
       "SHA256 hash of downloaded file: 1cb759421e21c17f073b0c804a06c44527066af5a6e7ec0a3805acc59b324dcd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12414645-2238178&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12414645-2238178.xml'.\n"
@@ -1385,7 +1385,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.02MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 6.84MB/s]\n",
       "SHA256 hash of downloaded file: e6879bb6e06938d78ebae5ded11a2a2e28ac1d433c094af3ef90009a570c7bf7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J102109.69-030420.1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10210969-0304197.xml'.\n"
@@ -1402,7 +1402,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 391kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 971kB/s]\n",
       "SHA256 hash of downloaded file: 1fbe36a731d8f1deac1a56c4aa550e329967bcf30344945ffba43272a7cc36f1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J102109.69-030420.1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J102109.69-030420.1.xml'.\n"
@@ -1419,7 +1419,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 4.41MB/s]\n",
+      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 4.11MB/s]\n",
       "SHA256 hash of downloaded file: 3a2c11558598c63f2c4ca07db34a519a2b19d461e070d9f5d990ce5a9399adc1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12425052%2B2357231' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12425052+2357231.xml'.\n"
@@ -1436,7 +1436,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 281kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 733kB/s]\n",
       "SHA256 hash of downloaded file: 91c65c639fd11bb07af483487c4ece809d5f461ab5ed65fba54c36e217153aee\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12425052%2B2357231&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12425052+2357231.xml'.\n"
@@ -1453,7 +1453,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 2.81MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 7.77MB/s]\n",
       "SHA256 hash of downloaded file: 1a67c6f12fff2dec8b1bcb4a96394a8d48a259d1207b4ed384c518ae73cf957e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13184794%2B1736117' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13184794+1736117.xml'.\n"
@@ -1470,7 +1470,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 389kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 581kB/s]\n",
       "SHA256 hash of downloaded file: 90aef899a11a1935d14a63c1e8da0cef460864a679e17cf2daa0f737096f2be9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13184794%2B1736117&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13184794+1736117.xml'.\n"
@@ -1487,7 +1487,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 4.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 5.85MB/s]\n",
       "SHA256 hash of downloaded file: febe0e40acb8e16a53207e682d0b590e79d0af666181efd9f077f34aca6653d2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J134646.45-003150.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13464634-0031501.xml'.\n"
@@ -1504,7 +1504,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 639kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 603kB/s]\n",
       "SHA256 hash of downloaded file: ffa46d1c76f7281e34020747db52bfae5a55c041db261dc32a4044654c3814f6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J134646.45-003150.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J134646.45-003150.4.xml'.\n"
@@ -1521,7 +1521,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.71k/7.71k [00:00<00:00, 5.38MB/s]\n",
+      "100%|█████████████████████████████████████| 7.71k/7.71k [00:00<00:00, 7.33MB/s]\n",
       "SHA256 hash of downloaded file: 3fccffcb4eaf44aa47897c04a8c120a08b52e7aa49aa33daf8f642698952762a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11150577%2B2520467' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11150577+2520467.xml'.\n"
@@ -1538,7 +1538,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 590kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 505kB/s]\n",
       "SHA256 hash of downloaded file: 4d081c32f6a7384eb22191fb9fe3a2450d814bff024561c2265db588adf10fee\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11150577%2B2520467&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11150577+2520467.xml'.\n"
@@ -1555,7 +1555,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 3.81MB/s]\n",
+      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 4.36MB/s]\n",
       "SHA256 hash of downloaded file: 7d25293340559c9bd50c402a642483a3b71ec70913a46b820cbe38a0d6f503d9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1047538%2B212423' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10475385+2124234.xml'.\n"
@@ -1572,7 +1572,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 508kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 948kB/s]\n",
       "SHA256 hash of downloaded file: ecdd4628aa0c13659444cb7c74c664f3799024005f33d0bffd17adac5d8d2b6a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1047538%2B212423&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1047538+212423.xml'.\n"
@@ -1589,7 +1589,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 5.33MB/s]\n",
+      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 4.29MB/s]\n",
       "SHA256 hash of downloaded file: 88ce153e300cb17c0ae5128b6b03d484f93831214aa79e2d0b62885bf47e93da\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1010148-040649' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10101480-0406499.xml'.\n"
@@ -1606,7 +1606,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 565kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 530kB/s]\n",
       "SHA256 hash of downloaded file: 85e02a0ee49f74655447f1f816f82c20e4db06658622d0fa02828a32a300d2f8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1010148-040649&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1010148-040649.xml'.\n"
@@ -1623,7 +1623,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.65MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 8.01MB/s]\n",
       "SHA256 hash of downloaded file: 22d07756c1832ac9e0261cb32f243db565cd9a59fafa4557986afc9a1c0a0937\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J120602.51%2B281328.7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12060248+2813293.xml'.\n"
@@ -1640,7 +1640,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 512kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 570kB/s]\n",
       "SHA256 hash of downloaded file: f0abcc3c5e370480a8c8cedf3ebe23cbdf100a8408931ae92656cb8a775d8ce3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J120602.51%2B281328.7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J120602.51+281328.7.xml'.\n"
@@ -1657,7 +1657,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.68k/6.68k [00:00<00:00, 4.89MB/s]\n",
+      "100%|█████████████████████████████████████| 6.68k/6.68k [00:00<00:00, 5.34MB/s]\n",
       "SHA256 hash of downloaded file: 3396f73e58ba2d95fd4e022187de96e01a67b312bc28f7489d67a7efe6dde7ef\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12255432-2739466' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12255432-2739466.xml'.\n"
@@ -1674,7 +1674,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 514kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 747kB/s]\n",
       "SHA256 hash of downloaded file: 60ea8d29065cd00a6472f2f54fe45dc0935a8872efedf0bccc3b9b8e21f6607a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12255432-2739466&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12255432-2739466.xml'.\n"
@@ -1691,7 +1691,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 5.60MB/s]\n",
+      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 3.94MB/s]\n",
       "SHA256 hash of downloaded file: 9f5a8916595da15090832e7dfaf1edde0bf98f2de0140b6c17da3fb1f43ede3d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13032137%2B2351110' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13032137+2351110.xml'.\n"
@@ -1708,7 +1708,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 110kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 988kB/s]\n",
       "SHA256 hash of downloaded file: 1b5d57185f9ab8bccbf1899effd192ac0805a2d2947b31ec01e8564f9943fc89\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13032137%2B2351110&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13032137+2351110.xml'.\n"
@@ -1725,7 +1725,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.32k/7.32k [00:00<00:00, 4.68MB/s]\n",
+      "100%|█████████████████████████████████████| 7.32k/7.32k [00:00<00:00, 6.07MB/s]\n",
       "SHA256 hash of downloaded file: 8660021d14d4d56e50ee467e7cdfd19a38dc39ce1ed223b7c61094bb0f725c95\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11145133-2618235' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11145133-2618235.xml'.\n"
@@ -1742,7 +1742,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 442kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.12MB/s]\n",
       "SHA256 hash of downloaded file: 8756cc020a86f11b9cc7aaaf108ce60d32a63c3f154a029bc7a3d7c006c280da\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11145133-2618235&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11145133-2618235.xml'.\n"
@@ -1759,7 +1759,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.80k/7.80k [00:00<00:00, 5.21MB/s]\n",
+      "100%|█████████████████████████████████████| 7.80k/7.80k [00:00<00:00, 4.54MB/s]\n",
       "SHA256 hash of downloaded file: dab4e381ac61ac5aef363110ef026a7b94f52753a447e46dcd96eaa1cde3963c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J134203.11%2B134022.2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13420311+1340222.xml'.\n"
@@ -1776,7 +1776,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 540kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 545kB/s]\n",
       "SHA256 hash of downloaded file: 3c5ebb8329a1225f95b6754ae5d014eeb1a9b4313fc728e8a30f158c3c5dab9e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J134203.11%2B134022.2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J134203.11+134022.2.xml'.\n"
@@ -1793,7 +1793,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 3.86MB/s]\n",
+      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 5.15MB/s]\n",
       "SHA256 hash of downloaded file: 6b117c4567b2408e06f0d1bed175b16002cc3c2ae986540fa64e980d656ffbe6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J10430758%2B2225236' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10430758+2225236.xml'.\n"
@@ -1810,7 +1810,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 430kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 591kB/s]\n",
       "SHA256 hash of downloaded file: 860c7a40c47b37aa45675c53cbd379af7955001b88b3dde26609e0955bae7b4d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J10430758%2B2225236&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J10430758+2225236.xml'.\n"
@@ -1827,7 +1827,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.12MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.02MB/s]\n",
       "SHA256 hash of downloaded file: b7df1bb6a7d8e17ea8a6a29621b5c8fb1491e591cfd4621ba264b18b8f02d5c9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12304562%2B2827583' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12304562+2827583.xml'.\n"
@@ -1844,7 +1844,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 511kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 580kB/s]\n",
       "SHA256 hash of downloaded file: ebdb4d721eb0f3a00847eca8dd1c3542343ee321af6cee8eb6fd78a7a46ab018\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12304562%2B2827583&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12304562+2827583.xml'.\n"
@@ -1861,7 +1861,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 5.62MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.62MB/s]\n",
       "SHA256 hash of downloaded file: b37000ac6e43d6218365c30c02a2213d841b6c9d969c02658dadfbb50797baef\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J10462067%2B2354307' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10462067+2354307.xml'.\n"
@@ -1878,7 +1878,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 526kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.06MB/s]\n",
       "SHA256 hash of downloaded file: 923b3a15d7286da1e0405641f1d682ab02a449200c752ad89de3a68ce8c5b332\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J10462067%2B2354307&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J10462067+2354307.xml'.\n"
@@ -1895,7 +1895,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.63MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.55MB/s]\n",
       "SHA256 hash of downloaded file: e2e86e90b9654fa47cb8d8009aec8ec0dc1ffb01f048251fe60eaceea3360882\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SSSPM+1013-1356' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10130734-1356204.xml'.\n"
@@ -1912,7 +1912,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 549kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 678kB/s]\n",
       "SHA256 hash of downloaded file: 62465dda81cf504d3d3b2d6179fc7ac9ed16d563ca1f53e6d9a636f1d5b98900\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SSSPM+1013-1356&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SSSPM 1013-1356.xml'.\n"
@@ -1929,7 +1929,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.44MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.90MB/s]\n",
       "SHA256 hash of downloaded file: d96fca39b76717acf55bb4995c66bdeeb317f38fd310e2e2fc29a9e36151563a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=Kelu-1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13054019-2541059.xml'.\n"
@@ -1946,7 +1946,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.00k/1.00k [00:00<00:00, 620kB/s]\n",
+      "100%|██████████████████████████████████████| 1.00k/1.00k [00:00<00:00, 921kB/s]\n",
       "SHA256 hash of downloaded file: d6a9fc58809b5afd77f59cf21ea60e1dea2d9d40b74fbb6128c98138fb37ee98\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=Kelu-1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_Kelu-1.xml'.\n"
@@ -1963,7 +1963,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.71MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 7.99MB/s]\n",
       "SHA256 hash of downloaded file: b9a86019bf6df90ece5c4fc63dd716bfd1eac3d2c5bfe9f014e69861e74fd2b6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12531161%2B2728145' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12531161+2728145.xml'.\n"
@@ -1980,7 +1980,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 487kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 537kB/s]\n",
       "SHA256 hash of downloaded file: 07c922a098dfc6e626fee192a52d5eab1e13951f5b2b44e30f92de9741057363\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12531161%2B2728145&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12531161+2728145.xml'.\n"
@@ -1997,7 +1997,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.60MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.71MB/s]\n",
       "SHA256 hash of downloaded file: 8eb4947519fb7600a1207a3ce63aecabfd904fde90d78f62975e064648afcadc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J121659.17%2B300306.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12165918+3003054.xml'.\n"
@@ -2014,7 +2014,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 441kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 608kB/s]\n",
       "SHA256 hash of downloaded file: 2b7677ddf14ae34ee327c0a54fc9e95037180b6a54926a405ec90bfc1e1fa5c4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J121659.17%2B300306.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J121659.17+300306.3.xml'.\n"
@@ -2031,7 +2031,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.70k/6.70k [00:00<00:00, 4.82MB/s]\n",
+      "100%|█████████████████████████████████████| 6.70k/6.70k [00:00<00:00, 2.01MB/s]\n",
       "SHA256 hash of downloaded file: 9868600252889cbac2ac5df73c4840b2a81f9ae5a5a7f96dab7cd572217ada8b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11061191%2B2754215' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11061191+2754215.xml'.\n"
@@ -2048,7 +2048,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 607kB/s]\n",
+      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 601kB/s]\n",
       "SHA256 hash of downloaded file: 6c974d5b902851bf2b3b6b297479b8df39b335546e24f11f366d04b886972555\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11061191%2B2754215&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11061191+2754215.xml'.\n"
@@ -2065,7 +2065,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 5.46MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.15MB/s]\n",
       "SHA256 hash of downloaded file: 660a586d602cecf6cbe14a7963b0e00cd93533dc46eb39801088dcf7fa9017f8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11061197%2B2754225' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11061197+2754225.xml'.\n"
@@ -2082,7 +2082,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 500kB/s]\n",
+      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 602kB/s]\n",
       "SHA256 hash of downloaded file: 34201bac2f956cee6f44bec81dae4ca6c1f8e234cce73619c85233686b940dfd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11061197%2B2754225&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11061197+2754225.xml'.\n"
@@ -2099,7 +2099,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 2.99MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 7.89MB/s]\n",
       "SHA256 hash of downloaded file: a059fa4b626d81c3c744ced080ec9a4016d573a0db781d88c517df95fef1166e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=TWA+30B' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11321822-3018316.xml'.\n"
@@ -2116,7 +2116,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 339kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 575kB/s]\n",
       "SHA256 hash of downloaded file: 895b5169eb720d3128ab6234285ce5938e68ef9c4b03c3c01b8a1f078c8c79a1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=TWA+30B&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_TWA 30B.xml'.\n"
@@ -2133,7 +2133,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 2.30MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.74MB/s]\n",
       "SHA256 hash of downloaded file: e5bb9f4d84960bfdf076068fc73a82a1a1ea4a6512d2b9fc42602a667573c433\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11070582%2B2827226' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11070582+2827226.xml'.\n"
@@ -2150,7 +2150,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 628kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 592kB/s]\n",
       "SHA256 hash of downloaded file: fce541f3eba678aec965281f0ef5c76540ae6f7d56e802893d384d1e073fe3ef\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11070582%2B2827226&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11070582+2827226.xml'.\n"
@@ -2167,7 +2167,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 2.77MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 7.83MB/s]\n",
       "SHA256 hash of downloaded file: 2811f1ade00a80d4a0f130992dd3fdf5524d94cf28ce34d5c10fd7217856cd12\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12373441%2B3028596' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12373441+3028596.xml'.\n"
@@ -2184,7 +2184,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 334kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 553kB/s]\n",
       "SHA256 hash of downloaded file: 776ca1b258908985205963be6a340ba5560683aff370cb42753fe31b19a9476b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12373441%2B3028596&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12373441+3028596.xml'.\n"
@@ -2201,7 +2201,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.08MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.36MB/s]\n",
       "SHA256 hash of downloaded file: 7b5f50d15556c382e9c7f16c36373f9396115521d099bb5276f30b2a647b5e70\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J121951.45%2B312849.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12195156+3128497.xml'.\n"
@@ -2218,7 +2218,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 436kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 574kB/s]\n",
       "SHA256 hash of downloaded file: d5c076d890039a0f8c9e2ef6b8ab0535aa8ae291742c1c591fd9ba2c173d429f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J121951.45%2B312849.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J121951.45+312849.4.xml'.\n"
@@ -2235,7 +2235,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 3.74MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.99MB/s]\n",
       "SHA256 hash of downloaded file: b0ab4a311da0bc162f17e2c3cc936faceb745864838372fd01d9d13c832c122f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12070374-3151298' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12070374-3151298.xml'.\n"
@@ -2252,7 +2252,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 611kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 491kB/s]\n",
       "SHA256 hash of downloaded file: 27128387b9a7e5d2309b1953023cba7f134fdfc08c6847682421baec549b5e03\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12070374-3151298&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12070374-3151298.xml'.\n"
@@ -2269,7 +2269,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.13MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.31MB/s]\n",
       "SHA256 hash of downloaded file: 21c7c16565f5152a807f9998e2fd49288b7d8dd6fa3300b25928a5c3e3c99dbd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11395113-3159214' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11395113-3159214.xml'.\n"
@@ -2286,7 +2286,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 455kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 583kB/s]\n",
       "SHA256 hash of downloaded file: 6101689fe5cb29438a158a30ab40dc7cd5440a0ee45fd7ad0979102f138e294a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11395113-3159214&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11395113-3159214.xml'.\n"
@@ -2303,7 +2303,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.09MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.02MB/s]\n",
       "SHA256 hash of downloaded file: c3dbece5b3da7a013b72b786011ab77a896d401fbc11ef7dc3288555163f26b8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13571237%2B1428398' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13571237+1428398.xml'.\n"
@@ -2320,7 +2320,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 532kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 597kB/s]\n",
       "SHA256 hash of downloaded file: 7cbb424768b12f96f297a07f077a26df7e0396822bbe6338ed982ee874915d7a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13571237%2B1428398&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13571237+1428398.xml'.\n"
@@ -2337,7 +2337,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.38MB/s]\n",
       "SHA256 hash of downloaded file: 18df999d45ab9a833a180b976414ded5981f58ae7df67a7068e6f7254b16d0fa\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J100711.74%2B193056.2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10071185+1930563.xml'.\n"
@@ -2354,7 +2354,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 529kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 856kB/s]\n",
       "SHA256 hash of downloaded file: 03040b27e4805bb34b73e3984adb9762949da17ddcbbf15e2cef525ab72d3aed\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J100711.74%2B193056.2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J100711.74+193056.2.xml'.\n"
@@ -2371,7 +2371,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.76k/6.76k [00:00<00:00, 4.94MB/s]\n",
+      "100%|█████████████████████████████████████| 6.76k/6.76k [00:00<00:00, 3.50MB/s]\n",
       "SHA256 hash of downloaded file: 7209b916c55cfb34ef83d2698fd9118913926d32d5e88cf72b64d97a7f7cdf57\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J10595185%2B3042059' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10595185+3042059.xml'.\n"
@@ -2388,7 +2388,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 621kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 512kB/s]\n",
       "SHA256 hash of downloaded file: e6bea9c1b6b6e0859e8c3bd549a7a0f26e45322d2f175180a4d730dfe2a866cd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J10595185%2B3042059&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J10595185+3042059.xml'.\n"
@@ -2405,7 +2405,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.76k/6.76k [00:00<00:00, 4.59MB/s]\n",
+      "100%|█████████████████████████████████████| 6.76k/6.76k [00:00<00:00, 4.09MB/s]\n",
       "SHA256 hash of downloaded file: 358623f5f4ac3d787a38b76f8f2b7926b148059483f78e5b43391f9dd58d14bb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14075361%2B1241099' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14075361+1241099.xml'.\n"
@@ -2422,7 +2422,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 462kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 605kB/s]\n",
       "SHA256 hash of downloaded file: a39cdb1cac7eefaf403246e5dadad0bbded700237328a371361fd341cbe983da\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14075361%2B1241099&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14075361+1241099.xml'.\n"
@@ -2439,7 +2439,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.90MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.60MB/s]\n",
       "SHA256 hash of downloaded file: 25cc004ccc5e51c03457e43b0b2a19d241f9e01ec6cdc735a3bd1040a5aadf17\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14171672-0407311' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14171672-0407311.xml'.\n"
@@ -2456,7 +2456,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 612kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 613kB/s]\n",
       "SHA256 hash of downloaded file: ef7d7125806246fc8fc9f9cb9a9b69edc96d99f43ef26898a04a7ba12627c9b5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14171672-0407311&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14171672-0407311.xml'.\n"
@@ -2473,7 +2473,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.95MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.38MB/s]\n",
       "SHA256 hash of downloaded file: 52de58b9508c7e52890b469a514dec9324d8bb4e3aa0d72d92287194a72c0072\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13544271%2B2150309' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13544271+2150309.xml'.\n"
@@ -2490,7 +2490,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 374kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 612kB/s]\n",
       "SHA256 hash of downloaded file: 56ac88fb14a87ac0b3bb4095e1c7a3d26fc8b4c255e671b9433ceb613df0da1b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13544271%2B2150309&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13544271+2150309.xml'.\n"
@@ -2507,7 +2507,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.29MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.14MB/s]\n",
       "SHA256 hash of downloaded file: 8fa63ae809e05f24a7dfb8bd209fd6575150810600cafff675bf3a9f86bdae0f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09490860-1545485' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09490860-1545485.xml'.\n"
@@ -2524,7 +2524,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 572kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 600kB/s]\n",
       "SHA256 hash of downloaded file: 19fff665b11f92aa6fb5ed1e7766db0adbf2ade501ff9bad4bbe67c800cf12c9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09490860-1545485&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09490860-1545485.xml'.\n"
@@ -2541,7 +2541,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 5.09MB/s]\n",
+      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 4.33MB/s]\n",
       "SHA256 hash of downloaded file: 6be30daabe2fc8d4c14ad51e1c460fd1a4660e5a01a5ea9cdb37511147086ab2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J111320.16%2B343057.9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11132009+3430582.xml'.\n"
@@ -2558,7 +2558,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 270kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 719kB/s]\n",
       "SHA256 hash of downloaded file: 6b08da61abc3189616ac2d7091cc62561eae7402e897f617bc14a368230799ca\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J111320.16%2B343057.9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J111320.16+343057.9.xml'.\n"
@@ -2575,7 +2575,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.70k/6.70k [00:00<00:00, 5.54MB/s]\n",
+      "100%|█████████████████████████████████████| 6.70k/6.70k [00:00<00:00, 4.09MB/s]\n",
       "SHA256 hash of downloaded file: f9484f79d9743d2a7f12757c4ee5dfeebf4097f3c9055eb13f307cf94700335c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11220826-3512363' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11220826-3512363.xml'.\n"
@@ -2592,7 +2592,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 535kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 953kB/s]\n",
       "SHA256 hash of downloaded file: 5adab4174390d49983fb538deb18f4a03593396a896d7a20b270382b921e27bd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11220826-3512363&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11220826-3512363.xml'.\n"
@@ -2609,7 +2609,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 5.31MB/s]\n",
+      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 4.63MB/s]\n",
       "SHA256 hash of downloaded file: 8672ec100e81033525746d392cb7382c69b2538d5fd98dc8b920deddc416163a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=ULAS+J141623.94%2B134836.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14162394+1348363.xml'.\n"
@@ -2626,7 +2626,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 648kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 915kB/s]\n",
       "SHA256 hash of downloaded file: 26f7b61b8982a3987ab7719158722b0f5a93039b6428a11f9c0ac81410a99084\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=ULAS+J141623.94%2B134836.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_ULAS J141623.94+134836.3.xml'.\n"
@@ -2643,7 +2643,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.77k/7.77k [00:00<00:00, 5.29MB/s]\n",
+      "100%|█████████████████████████████████████| 7.77k/7.77k [00:00<00:00, 5.89MB/s]\n",
       "SHA256 hash of downloaded file: d35716193b3ef64d383f3320cdad71079249b161c62bc514dcb226bf9b3a3516\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=Gliese+417BC' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11122567+3548131.xml'.\n"
@@ -2660,7 +2660,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 704kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 463kB/s]\n",
       "SHA256 hash of downloaded file: fba60c48074c80e7d5a36212e1c6c28d643d85bfb532c9f056d182fc558d9437\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=Gliese+417BC&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_Gliese 417BC.xml'.\n"
@@ -2677,7 +2677,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.52MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.26MB/s]\n",
       "SHA256 hash of downloaded file: 2b781aac519215b249d5b8bd94001c4957bd6bd135f5e7c9f9f624571fec772e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J103931.35%2B325625.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10393137+3256263.xml'.\n"
@@ -2694,7 +2694,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 419kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 543kB/s]\n",
       "SHA256 hash of downloaded file: 142651c1fcb6387088bb1b6ddee2480a2f84af5ae6f906747036ce3fcbc4c3a6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J103931.35%2B325625.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J103931.35+325625.5.xml'.\n"
@@ -2711,7 +2711,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.21MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 3.80MB/s]\n",
       "SHA256 hash of downloaded file: 175afcc88478587b60c27d9f1198672aa13a0d59d4954494670dc3c60ed46ecd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14113696%2B2112471' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14113696+2112471.xml'.\n"
@@ -2728,7 +2728,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 411kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 558kB/s]\n",
       "SHA256 hash of downloaded file: 200ee83c4021a7b8587c8ea40af3515a74bf2e5182573097ed4e7a189e719f73\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14113696%2B2112471&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14113696+2112471.xml'.\n"
@@ -2745,7 +2745,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.01MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 6.02MB/s]\n",
       "SHA256 hash of downloaded file: e606323a98b9f79c30338fa484562e9f40a8c8018a0937bd4373aab9b535fc8f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11240487%2B3808054' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11240487+3808054.xml'.\n"
@@ -2762,7 +2762,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 538kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 603kB/s]\n",
       "SHA256 hash of downloaded file: 4fd5d80404ae22ce651e5d7af618be38b8823cd6c7f8d3772ac75ddbe1962255\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11240487%2B3808054&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11240487+3808054.xml'.\n"
@@ -2779,7 +2779,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 5.47MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 4.31MB/s]\n",
       "SHA256 hash of downloaded file: 2ef4a1b524581dfa8b201462cf862e05ad67e746bc93fa39c1050c9ace660974\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J102552.43%2B321234.0' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10255227+3212349.xml'.\n"
@@ -2796,7 +2796,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 510kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 570kB/s]\n",
       "SHA256 hash of downloaded file: 8252af63e18ca23ddc98aa77c7e100ddbd4810e1351aff9aa4b47d70d8d3fc1d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J102552.43%2B321234.0&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J102552.43+321234.0.xml'.\n"
@@ -2813,7 +2813,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.66MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.30MB/s]\n",
       "SHA256 hash of downloaded file: 85cdb883582bcb737017265dbaf745acfb60c4bd7efcc7f9373b5e763be64e67\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13080147%2B3553169' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13080147+3553169.xml'.\n"
@@ -2830,7 +2830,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 522kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 605kB/s]\n",
       "SHA256 hash of downloaded file: a12b507413a30ada8767bbcfdac548c536604d296061b15d78d624a68c1b908f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13080147%2B3553169&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13080147+3553169.xml'.\n"
@@ -2847,7 +2847,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 5.10MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 3.75MB/s]\n",
       "SHA256 hash of downloaded file: cd7980a0dd452816a32b6b299d1bf158c0a6178b99d63bdf118e53187e20c396\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J10334372-3337056' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10334372-3337056.xml'.\n"
@@ -2864,7 +2864,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 295kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 125kB/s]\n",
       "SHA256 hash of downloaded file: 743215cb0a510b052bd656980309833a4eded6c3def60e1148a31d83ca4862a2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J10334372-3337056&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J10334372-3337056.xml'.\n"
@@ -2881,7 +2881,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 2.74MB/s]\n",
       "SHA256 hash of downloaded file: a4401c3eaa30d3b6c2d39025c81386e112b7fac5e446696c89079fd7bb53740f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J10315064%2B3349595' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10315064+3349595.xml'.\n"
@@ -2898,7 +2898,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 591kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 474kB/s]\n",
       "SHA256 hash of downloaded file: db271526b03d9eb5fccb60d5beba679e53d175f5e040906ce91e46b4eed27848\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J10315064%2B3349595&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J10315064+3349595.xml'.\n"
@@ -2915,7 +2915,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.06MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.51MB/s]\n",
       "SHA256 hash of downloaded file: 78c75110445b417ae9d81f57cd9958dcc0ffc43ff6170150fd58c8e7d073369b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1036530-344138' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10365305-3441380.xml'.\n"
@@ -2932,7 +2932,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 718kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.15MB/s]\n",
       "SHA256 hash of downloaded file: 1f9d202363e9a26a1eec068196764d8528ca94b2b92e2ec5d4e00fc3acc940fa\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1036530-344138&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1036530-344138.xml'.\n"
@@ -2949,7 +2949,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.28MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 1.77MB/s]\n",
       "SHA256 hash of downloaded file: 4208c92ee67726ce047396340330ffffee533233da19a204166998545e5a473f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14313097%2B1436539' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14313097+1436539.xml'.\n"
@@ -2966,7 +2966,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 726kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 704kB/s]\n",
       "SHA256 hash of downloaded file: c93a239b12f2788dc0c292e529bcb54de7e802dd52af0deb69c80273143759e9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14313097%2B1436539&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14313097+1436539.xml'.\n"
@@ -2983,7 +2983,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.34MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 7.20MB/s]\n",
       "SHA256 hash of downloaded file: 5bcf0b56a3321b274cad5cc7fb4b0f5fdd012efbe69f91147906a4176ffefb3b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13313310%2B3407583' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13313310+3407583.xml'.\n"
@@ -3000,7 +3000,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 481kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 422kB/s]\n",
       "SHA256 hash of downloaded file: 3e2a93814ab58c1aa6664148cb70478a8aba3b94220499e048acad4cc2939838\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13313310%2B3407583&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13313310+3407583.xml'.\n"
@@ -3017,7 +3017,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.75MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 1.84MB/s]\n",
       "SHA256 hash of downloaded file: 78eb99851bf14c919a92519e41a2809f8174797ae8dcf32d71ff46010b8af9fd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J142227.25%2B221557.1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14222720+2215575.xml'.\n"
@@ -3034,7 +3034,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 423kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 578kB/s]\n",
       "SHA256 hash of downloaded file: 15e375a3c0c9b283fd416a95178820a6c57d8ebbad09be1d6b9fd0d0b5cc5bfc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J142227.25%2B221557.1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J142227.25+221557.1.xml'.\n"
@@ -3051,7 +3051,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.76k/6.76k [00:00<00:00, 4.05MB/s]\n",
+      "100%|█████████████████████████████████████| 6.76k/6.76k [00:00<00:00, 5.18MB/s]\n",
       "SHA256 hash of downloaded file: 11e8843e3fe6723261119d3b5ff024f1437854c02c11b06c132bb53f82f8195e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09153413%2B0422045' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09153413+0422045.xml'.\n"
@@ -3068,7 +3068,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 635kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 525kB/s]\n",
       "SHA256 hash of downloaded file: 36782b2196cfccf9d65a0a7ac1156509d0ce386665ded9808f975d1f83f3316e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09153413%2B0422045&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09153413+0422045.xml'.\n"
@@ -3085,7 +3085,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.58MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 3.92MB/s]\n",
       "SHA256 hash of downloaded file: 3e26ecf1aa288f8b4aab9c0bfa0edc6d867d2ecceefb82df6d77575770d30482\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13593574%2B3031039' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13593574+3031039.xml'.\n"
@@ -3102,7 +3102,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 618kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 601kB/s]\n",
       "SHA256 hash of downloaded file: d10e280917b805b45109aebe058d45677e09d7531595f3de70302e68e8d1ff4f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13593574%2B3031039&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13593574+3031039.xml'.\n"
@@ -3119,7 +3119,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 5.33MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 4.35MB/s]\n",
       "SHA256 hash of downloaded file: 81008a9106455fae225ec5ab6e5753732e8b44879bfc2693e832971a2cef597f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14403186-1303263' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14403186-1303263.xml'.\n"
@@ -3136,7 +3136,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 543kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 780kB/s]\n",
       "SHA256 hash of downloaded file: 47b3c10f744c143974fc3a4b2ac15bd9ed10fa916f8c32dd22755d747c40941f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14403186-1303263&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14403186-1303263.xml'.\n"
@@ -3153,7 +3153,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.53MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.67MB/s]\n",
       "SHA256 hash of downloaded file: 52c47399da161940df7d585548ebbbc7d737cedf04873a3841640cac58b787ad\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09393548-2448279' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09393548-2448279.xml'.\n"
@@ -3170,7 +3170,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 503kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 585kB/s]\n",
       "SHA256 hash of downloaded file: 1f9a9b72dc4a912869d4801f3574cab41ce9928256f30dabce9a890e06540adc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09393548-2448279&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09393548-2448279.xml'.\n"
@@ -3187,7 +3187,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.76k/7.76k [00:00<00:00, 5.28MB/s]\n",
+      "100%|█████████████████████████████████████| 7.76k/7.76k [00:00<00:00, 4.87MB/s]\n",
       "SHA256 hash of downloaded file: 6cd43e3d9dc53049834c3400e1a58023a776ff2e33cd58b4477242262a735388\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1448256%2B103159' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14482563+1031590.xml'.\n"
@@ -3204,7 +3204,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 407kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 562kB/s]\n",
       "SHA256 hash of downloaded file: c58b85ad3a6c49413d9a9efa22b830b7946b78e3fdffe0b4dec27deb50bd0193\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1448256%2B103159&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1448256+103159.xml'.\n"
@@ -3221,7 +3221,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.65MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.46MB/s]\n",
       "SHA256 hash of downloaded file: 62233d5d2e345db04b6c8a87bc65141bf54f4b5eb29a794a8afabb8b88859f9b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LHS+377' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14390030+1839385.xml'.\n"
@@ -3238,7 +3238,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 462kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 569kB/s]\n",
       "SHA256 hash of downloaded file: 32a3c7bdbd4f95dc7c505bcf0eb8eaab81e9e45bb1dff9bdb87ff64de63ca91f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LHS+377&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LHS 377.xml'.\n"
@@ -3255,7 +3255,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 5.57MB/s]\n",
+      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 5.50MB/s]\n",
       "SHA256 hash of downloaded file: fbc85f0e4d69f20affc15af977fd1eba353db81909cb89120fa2f893497fdc71\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12490872%2B4157286' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12490872+4157286.xml'.\n"
@@ -3272,7 +3272,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 466kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 636kB/s]\n",
       "SHA256 hash of downloaded file: 6809b1c571a8e1c455f891acc4dca1f7caa47f4bf22554831a319bed9579bf65\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12490872%2B4157286&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12490872+4157286.xml'.\n"
@@ -3289,7 +3289,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.69MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.86MB/s]\n",
       "SHA256 hash of downloaded file: a326dc76e1217c0f2a801d69c5e6989866a3982d2f24ce675f0c18aebb340032\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09171104-1650010' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09171104-1650010.xml'.\n"
@@ -3306,7 +3306,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 527kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 592kB/s]\n",
       "SHA256 hash of downloaded file: dc308683364209a8a66b9ceda7bb16a48208060f2fd593795d0a3d99e5195411\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09171104-1650010&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09171104-1650010.xml'.\n"
@@ -3323,7 +3323,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 5.33MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.48MB/s]\n",
       "SHA256 hash of downloaded file: 0ae259963b7fe6b198857ede47ccd55e3c99c01a3338dff2b970e79cdfc62589\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14044941-3159329' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14044941-3159329.xml'.\n"
@@ -3340,7 +3340,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 396kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 588kB/s]\n",
       "SHA256 hash of downloaded file: 9cd882d10062c2f73163d8fc719173ba2dfe62fd5a168aca88ed05090f786ca8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14044941-3159329&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14044941-3159329.xml'.\n"
@@ -3357,7 +3357,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.13MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.86MB/s]\n",
       "SHA256 hash of downloaded file: fb3b359e6d1df1d1ca979c8a388efcf55a1f12f88582bbf9eb22f2494815d72d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14044948-3159330' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14044948-3159330.xml'.\n"
@@ -3374,7 +3374,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 503kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 574kB/s]\n",
       "SHA256 hash of downloaded file: a033e33843587dbcd44026916151b47263d2019c055808e2def64b9a332d5faf\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14044948-3159330&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14044948-3159330.xml'.\n"
@@ -3391,7 +3391,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.33MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 3.51MB/s]\n",
       "SHA256 hash of downloaded file: 1847fec330067836d6cd861c03083f9c6567a67fda5acbe1ef66d546da7dad72\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14343616%2B2202463' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14343616+2202463.xml'.\n"
@@ -3408,7 +3408,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 467kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 473kB/s]\n",
       "SHA256 hash of downloaded file: a6dcd4ef30111a3691d435abec5e76ee1da0c780eefde62e521c33f590cd8565\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14343616%2B2202463&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14343616+2202463.xml'.\n"
@@ -3425,7 +3425,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.09MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.24MB/s]\n",
       "SHA256 hash of downloaded file: 7c924679c1e2bdcac1b79846034e16a0a23800525dcc67338dd43e554b373a51\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1439284%2B192915' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14392836+1929149.xml'.\n"
@@ -3442,7 +3442,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 701kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 745kB/s]\n",
       "SHA256 hash of downloaded file: 2f1817812583ebe559d3821a33feb643e0bfc8a00634163e8799878ff33c97d9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1439284%2B192915&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1439284+192915.xml'.\n"
@@ -3459,7 +3459,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 4.72MB/s]\n",
+      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 4.15MB/s]\n",
       "SHA256 hash of downloaded file: 94f70820b1823c21335b0fde33d3a4bc61eeb9cf0cecf1a3e871f331b79cc089\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09243114%2B2143536' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09243114+2143536.xml'.\n"
@@ -3476,7 +3476,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 523kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 610kB/s]\n",
       "SHA256 hash of downloaded file: 7e26186c6eb02850959cf0b5b4b5dd07e178cd44714e9941c2130fb3b38fa90f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09243114%2B2143536&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09243114+2143536.xml'.\n"
@@ -3493,7 +3493,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.64MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 3.75MB/s]\n",
       "SHA256 hash of downloaded file: 5a95e2386689ad122a34453b9760eebe957938676cead314627424ba5effe1c6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09384022-2748184' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09384022-2748184.xml'.\n"
@@ -3510,7 +3510,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 544kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 526kB/s]\n",
       "SHA256 hash of downloaded file: d05bf893a98688026ee705167e2a161de535d6be3edfbb24266930044e443192\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09384022-2748184&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09384022-2748184.xml'.\n"
@@ -3527,7 +3527,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.31MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.72MB/s]\n",
       "SHA256 hash of downloaded file: 173434436f00e5cab3671820fdf42120bce596e5e6005440bb05d44c91bc7a51\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=Gl+337CD' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09121469+1459396.xml'.\n"
@@ -3544,7 +3544,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 367kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 515kB/s]\n",
       "SHA256 hash of downloaded file: e99699334a1d28e2c6edc729fe8ec3e3c168444e5bb90c41217342899646ccc5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=Gl+337CD&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_Gl 337CD.xml'.\n"
@@ -3561,7 +3561,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.19MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.54MB/s]\n",
       "SHA256 hash of downloaded file: 19c347f54a45acd764df3ef0fbd0fb0241c48474a3e5a4976f8acb7185dbc1b4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09211410-2104446' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09211410-2104446.xml'.\n"
@@ -3578,7 +3578,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 440kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.01MB/s]\n",
       "SHA256 hash of downloaded file: 86b940f0ae347a1749b351f57c9923008ed427a046419bce6259689bcea3cda8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09211410-2104446&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09211410-2104446.xml'.\n"
@@ -3595,7 +3595,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.71MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 3.14MB/s]\n",
       "SHA256 hash of downloaded file: 04532ad0d3233984160cf7f3235f907df70915550d7a4913aaad467cb338f429\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J112118.57%2B433246.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11211858+4332464.xml'.\n"
@@ -3612,7 +3612,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 340kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 550kB/s]\n",
       "SHA256 hash of downloaded file: 3869971414ac4c7ed1d9bea4f9274786e7cc2514c92fc21262d92cb300be2207\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J112118.57%2B433246.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J112118.57+433246.5.xml'.\n"
@@ -3629,7 +3629,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.68k/6.68k [00:00<00:00, 4.98MB/s]\n",
+      "100%|█████████████████████████████████████| 6.68k/6.68k [00:00<00:00, 3.79MB/s]\n",
       "SHA256 hash of downloaded file: 49739774f071a0100b93dc878ac2fb21de8132734f328b15e6ff934aac6a28ac\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J103321.92%2B400549.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10332186+4005499.xml'.\n"
@@ -3646,7 +3646,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 428kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 497kB/s]\n",
       "SHA256 hash of downloaded file: 363c530eb3edc9939a9f1a748258d229b25c2706a30c9eba39bed6933ddad03a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J103321.92%2B400549.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J103321.92+400549.5.xml'.\n"
@@ -3663,7 +3663,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.68k/6.68k [00:00<00:00, 4.23MB/s]\n",
+      "100%|█████████████████████████████████████| 6.68k/6.68k [00:00<00:00, 4.20MB/s]\n",
       "SHA256 hash of downloaded file: 8d979225124274e2c7c6b5b87291bb7cc55b227c864e363042da51616c94d0ec\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0937347%2B293142' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09373487+2931409.xml'.\n"
@@ -3680,7 +3680,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 612kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 676kB/s]\n",
       "SHA256 hash of downloaded file: 8d574d92357900af689018cf056e03bcb4044e46dfda646d9dd78f02ac8d4022\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0937347%2B293142&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0937347+293142.xml'.\n"
@@ -3697,7 +3697,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.70k/7.70k [00:00<00:00, 6.99MB/s]\n",
+      "100%|█████████████████████████████████████| 7.70k/7.70k [00:00<00:00, 5.25MB/s]\n",
       "SHA256 hash of downloaded file: 331fa52350c578eaf1b6579cb2f8af1f19196c2c20708cca6a894465626d2718\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS+J124514.1-442907' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12451416-4429077.xml'.\n"
@@ -3714,7 +3714,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 678kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 582kB/s]\n",
       "SHA256 hash of downloaded file: b04e9a0361760c8b62a5534313c65bead04113412d2dd35b5e53320da2872db6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=DENIS+J124514.1-442907&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_DENIS J124514.1-442907.xml'.\n"
@@ -3731,7 +3731,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.34MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.65MB/s]\n",
       "SHA256 hash of downloaded file: d78cedd9c6de6c85dee2b2e202a5757545ea3a63d3265c7d1bbeb9e51f34d9f3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J135852.68%2B374711.9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13585269+3747137.xml'.\n"
@@ -3748,7 +3748,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 401kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 621kB/s]\n",
       "SHA256 hash of downloaded file: c676ab3e77047726b015ead485eca49b60e3f04b937c77aaa000ca9d17410064\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J135852.68%2B374711.9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J135852.68+374711.9.xml'.\n"
@@ -3765,7 +3765,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.43k/6.43k [00:00<00:00, 4.75MB/s]\n",
+      "100%|█████████████████████████████████████| 6.43k/6.43k [00:00<00:00, 3.96MB/s]\n",
       "SHA256 hash of downloaded file: ce4338d781fc611ce7b10f1f8b4a6a9a8e170e0167a5eb268db90dbd876bb949\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=HD+89744B' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10221489+4114266.xml'.\n"
@@ -3782,7 +3782,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 438kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 802kB/s]\n",
       "SHA256 hash of downloaded file: b69ac552ff3f7210cd2c6a17d09a71bd4c4a6c4603d11a79feb9d1fd95a15f6d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=HD+89744B&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_HD 89744B.xml'.\n"
@@ -3799,7 +3799,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.30MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.35MB/s]\n",
       "SHA256 hash of downloaded file: c267cf8ceefc77ceb68b67d520c6777ef12af07c10bf1e9bd5933c6a44ecd5ec\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J105213.51%2B442255.7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10521350+4422559.xml'.\n"
@@ -3816,7 +3816,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 503kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 610kB/s]\n",
       "SHA256 hash of downloaded file: 36ce210ae6cfceabc6555f1724f7179741b25272f36838ac65bccdaadbb77fb6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J105213.51%2B442255.7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J105213.51+442255.7.xml'.\n"
@@ -3833,7 +3833,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 5.52MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 6.12MB/s]\n",
       "SHA256 hash of downloaded file: e744e19367101257e52e5bc9a9dcbdf5305f093db51a24c33040e37cfa4ff74a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J10461875%2B4441149' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10461875+4441149.xml'.\n"
@@ -3850,7 +3850,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 357kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 602kB/s]\n",
       "SHA256 hash of downloaded file: 65f6966695a4df5c09682185e570e29c0b3a60b2175ec3306cdc41edc214e05b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J10461875%2B4441149&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J10461875+4441149.xml'.\n"
@@ -3867,7 +3867,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.62MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 2.58MB/s]\n",
       "SHA256 hash of downloaded file: b2b9bae365a40a9769614f79d0807d13475b60d19da72632d5bc0a541929ac8c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14182962-3538060' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14182962-3538060.xml'.\n"
@@ -3884,7 +3884,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 465kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 586kB/s]\n",
       "SHA256 hash of downloaded file: 9a86310253b5899016dabe495ba59b988453386f9b66eb639e21d6c952f3502d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14182962-3538060&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14182962-3538060.xml'.\n"
@@ -3901,7 +3901,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.29MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 1.86MB/s]\n",
       "SHA256 hash of downloaded file: a459acf835b93f9fb55b2512cea63edc9a9315f1fbd6067b687cf3611da1e69c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J151114.66%2B060742.9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15111466+0607431.xml'.\n"
@@ -3918,7 +3918,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 492kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 600kB/s]\n",
       "SHA256 hash of downloaded file: 0ff2f7b75fd23ffae5cb4f176f29d5fb0931d4eb171b8088bd93897b22a9286a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J151114.66%2B060742.9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J151114.66+060742.9.xml'.\n"
@@ -3935,7 +3935,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.81k/6.81k [00:00<00:00, 4.61MB/s]\n",
+      "100%|█████████████████████████████████████| 6.81k/6.81k [00:00<00:00, 7.15MB/s]\n",
       "SHA256 hash of downloaded file: ca0dd56a36bbecc228899c353de9e489837775936d17f60206854849d01a4290\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1506544%2B132106' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15065441+1321060.xml'.\n"
@@ -3952,7 +3952,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 398kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 565kB/s]\n",
       "SHA256 hash of downloaded file: d1c7f2ad494ae84f8323f80aead6afae603d44dacdb70d9cdb5140c097269e96\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1506544%2B132106&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1506544+132106.xml'.\n"
@@ -3969,7 +3969,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 6.73MB/s]\n",
       "SHA256 hash of downloaded file: acbfabee451fd9cfc262078d4069488ce49185e1c849c0126a1ff7f68c1a432a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LHS+2924' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14284323+3310391.xml'.\n"
@@ -3986,7 +3986,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 560kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 611kB/s]\n",
       "SHA256 hash of downloaded file: cf2759bf7a7766ecbc14c4789b9894a58ddd1b23443c5e7394d6de09fabfdd34\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LHS+2924&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LHS 2924.xml'.\n"
@@ -4003,7 +4003,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.68MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.18MB/s]\n",
       "SHA256 hash of downloaded file: b9e9266b1f275bbfe7ef8030ae54712686c5aec1a072fac47c64f8eb680fb493\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=Gliese+570D' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14571496-2121477.xml'.\n"
@@ -4020,7 +4020,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 479kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 578kB/s]\n",
       "SHA256 hash of downloaded file: f6be36f0297c9b2b7934eac6133be31b8a7058b8594b273e88c742ca2f924386\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=Gliese+570D&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_Gliese 570D.xml'.\n"
@@ -4037,7 +4037,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.74k/7.74k [00:00<00:00, 5.83MB/s]\n",
+      "100%|█████████████████████████████████████| 7.74k/7.74k [00:00<00:00, 4.23MB/s]\n",
       "SHA256 hash of downloaded file: 0ff684e68b118238af88025031529289f13b29f08ede306a1d7f1552f7607364\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0859254-194926' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08592547-1949268.xml'.\n"
@@ -4054,7 +4054,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 555kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 582kB/s]\n",
       "SHA256 hash of downloaded file: db832b54e6588782fb3ed6b4949bae6e94defef760243d2fc4314565e8808f3d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0859254-194926&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0859254-194926.xml'.\n"
@@ -4071,7 +4071,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.44MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.24MB/s]\n",
       "SHA256 hash of downloaded file: 14a09358c90e40a611bf5eaad0646c3b622fe5fa55115fa794c2e575928bd2d5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J151603.03%2B025928.9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15160303+0259292.xml'.\n"
@@ -4088,7 +4088,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 540kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 544kB/s]\n",
       "SHA256 hash of downloaded file: b30d55c548a419724ae4ec9872a2e5635876abd16fcb019fa61d979ae1a834a3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J151603.03%2B025928.9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J151603.03+025928.9.xml'.\n"
@@ -4105,7 +4105,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 5.82MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 4.86MB/s]\n",
       "SHA256 hash of downloaded file: eb72c35e1f47b23e1e6995c7f8951daa7529c193a5916ab47f8619424cfe70cd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1507476-162738' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15074769-1627386.xml'.\n"
@@ -4122,7 +4122,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 654kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 501kB/s]\n",
       "SHA256 hash of downloaded file: 99c864830753c0937eb4851476a6776f969c32b135ed621f0eff89a4339acb16\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1507476-162738&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1507476-162738.xml'.\n"
@@ -4139,7 +4139,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.38MB/s]\n",
       "SHA256 hash of downloaded file: e80a6cc7986827a0b1d4c76d30339c8f40d77d6936d994a53cd738e471df9fae\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0929336%2B342952' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09293364+3429527.xml'.\n"
@@ -4156,7 +4156,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 516kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 756kB/s]\n",
       "SHA256 hash of downloaded file: 36ae39d68b9e6f656e8a1ecbe4b66b294671248a240a94d1f686ffcc767dbcde\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0929336%2B342952&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0929336+342952.xml'.\n"
@@ -4173,7 +4173,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.49MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.23MB/s]\n",
       "SHA256 hash of downloaded file: eb845071af245d76780bca0d54622b45b4f979b50f1abb2e9b887b2e0abf6537\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15141384%2B1201451' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15141384+1201451.xml'.\n"
@@ -4190,7 +4190,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 580kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 956kB/s]\n",
       "SHA256 hash of downloaded file: 4393d791822738666b7c01928c59dc620076f12f7808e045b9cecafa5d12217d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15141384%2B1201451&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15141384+1201451.xml'.\n"
@@ -4207,7 +4207,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.52MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.59MB/s]\n",
       "SHA256 hash of downloaded file: bfc4640c5ae2d938175874d1fb805c4779d284f36a2b31f980569859e9658858\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J085116.20%2B181730.0' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08511627+1817302.xml'.\n"
@@ -4224,7 +4224,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 442kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 528kB/s]\n",
       "SHA256 hash of downloaded file: ca7ae5baad2d3a6cd29cea122b2c3fc3f5a20f560f0275cd0b896649086da6e9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J085116.20%2B181730.0&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J085116.20+181730.0.xml'.\n"
@@ -4241,7 +4241,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.86k/6.86k [00:00<00:00, 5.04MB/s]\n",
+      "100%|█████████████████████████████████████| 6.86k/6.86k [00:00<00:00, 4.09MB/s]\n",
       "SHA256 hash of downloaded file: ea354f92552fdebee7bea84a159e9d659ccb06a84037a4d38b2094efc9ac5707\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0856479%2B223518' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08564793+2235182.xml'.\n"
@@ -4258,7 +4258,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 442kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.43MB/s]\n",
       "SHA256 hash of downloaded file: e584b43916ca9f32b07a58a3b970b22a342f7a5c647d915e001905f46220ff45\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0856479%2B223518&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0856479+223518.xml'.\n"
@@ -4275,7 +4275,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 3.69MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 7.29MB/s]\n",
       "SHA256 hash of downloaded file: 1664181343637e35c3402df2842a72ced921fec30c9f35cd8a549b291b7420d0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0847287-153237' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08472872-1532372.xml'.\n"
@@ -4292,7 +4292,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 535kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 592kB/s]\n",
       "SHA256 hash of downloaded file: 6b0568eb5ea8ce38686330d3f5242432aae402df20d5e6dc3e396811db85225a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0847287-153237&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0847287-153237.xml'.\n"
@@ -4309,7 +4309,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.28MB/s]\n",
       "SHA256 hash of downloaded file: 2d4b6cd267c71ba36fea96f086410b93b21a5035fa21f88b14f0eef96122268d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09395909-3817217' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09395909-3817217.xml'.\n"
@@ -4326,7 +4326,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 406kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 602kB/s]\n",
       "SHA256 hash of downloaded file: 45aa1729a8d6b30236250a27c11575969162e7d9fe391191c2a0cd88c65ccf61\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09395909-3817217&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09395909-3817217.xml'.\n"
@@ -4343,7 +4343,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 5.34MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 4.31MB/s]\n",
       "SHA256 hash of downloaded file: ade5ccd93dd60f117c1e909f3b49c3763d3f2064a87e2ef299a0aa24203f7523\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J152103.24%2B013142.7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15210327+0131426.xml'.\n"
@@ -4360,7 +4360,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 545kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 564kB/s]\n",
       "SHA256 hash of downloaded file: eaadc7e1e9aba8e7f4b8b67eaa0052a6b17e40e96d59552fcbee061de84b7d78\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J152103.24%2B013142.7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J152103.24+013142.7.xml'.\n"
@@ -4377,7 +4377,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 5.08MB/s]\n",
+      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 4.19MB/s]\n",
       "SHA256 hash of downloaded file: d63945738de0c904928426a9ae80afcf0730c88ee9becc7efe7a439116cd772f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11263991-5003550' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11263991-5003550.xml'.\n"
@@ -4394,7 +4394,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 559kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 613kB/s]\n",
       "SHA256 hash of downloaded file: ea15d9496078219fb26be2f6053e3ace66bfa091ad7354f2b13092f015d845b4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11263991-5003550&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11263991-5003550.xml'.\n"
@@ -4411,7 +4411,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 5.54MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 3.83MB/s]\n",
       "SHA256 hash of downloaded file: 2d4aa82d878a26f9336b467b9adf4e376b111fc12c335741583d0ed46de48b93\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14370929-3512430' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14370929-3512430.xml'.\n"
@@ -4428,7 +4428,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 430kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 205kB/s]\n",
       "SHA256 hash of downloaded file: bf46e3d169fc6024c67b455988bffc9b4c37a09a9f002f4f4ff5995bc3da8b78\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14370929-3512430&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14370929-3512430.xml'.\n"
@@ -4445,7 +4445,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.51MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 6.30MB/s]\n",
       "SHA256 hash of downloaded file: 2a429e1345adc7d4711c94a15bccb543c1fd24fe51e83da73ac8ce8b5d9dcbc9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15031961%2B2525196' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15031961+2525196.xml'.\n"
@@ -4462,7 +4462,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 567kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 608kB/s]\n",
       "SHA256 hash of downloaded file: dd9d3bab06d3c9f4c3642f9610a101f55a24d3e74588604b358933da62ba56f6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15031961%2B2525196&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15031961+2525196.xml'.\n"
@@ -4479,7 +4479,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 4.47MB/s]\n",
+      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 5.04MB/s]\n",
       "SHA256 hash of downloaded file: c8bc48ef257a79a84301e21efa9ed8fae3047df1434ebffee7d8a475ed66dd84\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J140023.12%2B433822.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14002320+4338222.xml'.\n"
@@ -4496,7 +4496,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 538kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 598kB/s]\n",
       "SHA256 hash of downloaded file: 328a316f5e7962a101b8f19bd26986185233105106d91470af9876e48390fb5e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J140023.12%2B433822.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J140023.12+433822.3.xml'.\n"
@@ -4513,7 +4513,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.85MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 2.45MB/s]\n",
       "SHA256 hash of downloaded file: fcb3e7818184164a84ca6f8e04134ae8f8d037a0cf9fbe3a8e6b407e680d76b2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0920122%2B351742' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09201223+3517429.xml'.\n"
@@ -4530,7 +4530,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 451kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 609kB/s]\n",
       "SHA256 hash of downloaded file: 30d445694f383c43238dbfc2bbf8dac07e9e0bb8b0cfc0381332a229549f381e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0920122%2B351742&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0920122+351742.xml'.\n"
@@ -4547,7 +4547,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.56MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.77MB/s]\n",
       "SHA256 hash of downloaded file: 77313b89f657a4208ea0472d7de4432348dfb1613a1ec30d5ce2ab0990ecda2f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0835425-081923' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08354256-0819237.xml'.\n"
@@ -4564,7 +4564,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 614kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 618kB/s]\n",
       "SHA256 hash of downloaded file: 07c9ea370b575d13dbe8765745388515d91e1623994cb043d1b2a4bc390a8f4f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0835425-081923&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0835425-081923.xml'.\n"
@@ -4581,7 +4581,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.65MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 6.32MB/s]\n",
       "SHA256 hash of downloaded file: 1b97a6dee1ffad7ee522f67470f24bb64a7663de835b0b830eead0e074819776\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J11000965%2B4957470' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J11000965+4957470.xml'.\n"
@@ -4598,7 +4598,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 474kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 766kB/s]\n",
       "SHA256 hash of downloaded file: 4b17839872507775c3ec117dc84291d1d321be2b6a0ae42adb87da23c2896f66\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J11000965%2B4957470&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J11000965+4957470.xml'.\n"
@@ -4615,7 +4615,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.05MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.48MB/s]\n",
       "SHA256 hash of downloaded file: e3b69683c648ed35dd9263f1a88306408dff1f4559465f87b5c3e46fa9e378ce\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15243203%2B0934386' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15243203+0934386.xml'.\n"
@@ -4632,7 +4632,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 528kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 989kB/s]\n",
       "SHA256 hash of downloaded file: 539bb72a82e1291446be08ee907a4c6139c4f530794e7077f335163db7c0c0fe\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15243203%2B0934386&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15243203+0934386.xml'.\n"
@@ -4649,7 +4649,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 2.98MB/s]\n",
+      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.32MB/s]\n",
       "SHA256 hash of downloaded file: 45ebae0d1e376e9b2cdfd30db0546b67267d0d676a3e4c497689fe905012853b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J10073369-4555147' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J10073369-4555147.xml'.\n"
@@ -4666,7 +4666,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 530kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 717kB/s]\n",
       "SHA256 hash of downloaded file: 71f1935a4758f75bbba2636a71d00191909273dcd7d9d9285285e646719715b1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J10073369-4555147&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J10073369-4555147.xml'.\n"
@@ -4683,7 +4683,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.75k/7.75k [00:00<00:00, 5.33MB/s]\n",
+      "100%|█████████████████████████████████████| 7.75k/7.75k [00:00<00:00, 5.98MB/s]\n",
       "SHA256 hash of downloaded file: 4518b5ea83eba068edf648f86f875c454cb43c1138d245b1ea011564115b3051\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J083048.80%2B012831.1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08304878+0128311.xml'.\n"
@@ -4700,7 +4700,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 376kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 570kB/s]\n",
       "SHA256 hash of downloaded file: e11416995a1c797ffa5a9d6be214ec8e4329dcca05a6d1502dc0bc74f7a6af58\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J083048.80%2B012831.1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J083048.80+012831.1.xml'.\n"
@@ -4717,7 +4717,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 4.81MB/s]\n",
+      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 3.34MB/s]\n",
       "SHA256 hash of downloaded file: 7261b83d7d7d724857afa837de312e8fe286fb9c1077b29e6212ccec4e194ed3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15201746-1755307' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15201746-1755307.xml'.\n"
@@ -4734,7 +4734,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 397kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 732kB/s]\n",
       "SHA256 hash of downloaded file: f1052f7d9e7dc20a3a1e90b642180b9a39b1b83c0b5bac237a846bd53f6bab11\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15201746-1755307&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15201746-1755307.xml'.\n"
@@ -4751,7 +4751,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.05MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 2.65MB/s]\n",
       "SHA256 hash of downloaded file: 1e5ea304febd07e8d7766e147580da59d7a8cc16156d3e46de04e9e6865725bc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J085834.42%2B325627.7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08583467+3256275.xml'.\n"
@@ -4768,7 +4768,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 560kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 547kB/s]\n",
       "SHA256 hash of downloaded file: 97a40de51785cfad01560094095e36bdff172c6d0cefb6dba8e19587bd302557\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J085834.42%2B325627.7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J085834.42+325627.7.xml'.\n"
@@ -4785,7 +4785,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.30MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 2.12MB/s]\n",
       "SHA256 hash of downloaded file: 06da364b5e0c61d5ca9fbfa3575a8dd493898007fe722a1980ecaeb28cdb2184\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J083506.16%2B195304.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08350622+1953050.xml'.\n"
@@ -4802,7 +4802,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 524kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 980kB/s]\n",
       "SHA256 hash of downloaded file: a33640218b9b6e786439b593badd91737941a64b744cfa7e8ba2c4924e024773\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J083506.16%2B195304.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J083506.16+195304.4.xml'.\n"
@@ -4819,7 +4819,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.23MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.36MB/s]\n",
       "SHA256 hash of downloaded file: 72b4fdb0151d64407704d8b3c9f045eeae5538089bd53325d4350f5f71023034\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SSSPM+0829-1309' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08283419-1309198.xml'.\n"
@@ -4836,7 +4836,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 543kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 416kB/s]\n",
       "SHA256 hash of downloaded file: 347b3b6e2d36e123d54d7eac7af6906d9888737a215697ae55ebe20cd6fdbf1b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SSSPM+0829-1309&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SSSPM 0829-1309.xml'.\n"
@@ -4853,7 +4853,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 1.31MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 6.27MB/s]\n",
       "SHA256 hash of downloaded file: 8455c229e5aaa7eb5c7d776d8a42946cd097235bde61af84df69328e8d0c89ba\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1526140%2B204341' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15261405+2043414.xml'.\n"
@@ -4870,7 +4870,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 735kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 550kB/s]\n",
       "SHA256 hash of downloaded file: 31023dd89d461ac7b41a93b0b7620abcdcb3ef0aa89da2526328f85f4e774cd9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1526140%2B204341&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1526140+204341.xml'.\n"
@@ -4887,7 +4887,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.88MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.35MB/s]\n",
       "SHA256 hash of downloaded file: dc97bc2949388fd61d50e9a0acb72d9ed95caf070d8932fcf5e850eaae2d1d83\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J153453.33%2B121949.2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15345325+1219495.xml'.\n"
@@ -4904,7 +4904,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 507kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 519kB/s]\n",
       "SHA256 hash of downloaded file: 5b4ef4ea8354056977d50d388c309664969f0bd491aaea90633668ed011526e1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J153453.33%2B121949.2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J153453.33+121949.2.xml'.\n"
@@ -4921,7 +4921,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.11k/7.11k [00:00<00:00, 3.74MB/s]\n",
+      "100%|█████████████████████████████████████| 7.11k/7.11k [00:00<00:00, 5.33MB/s]\n",
       "SHA256 hash of downloaded file: 646ce9c57082890182ae4e938747378a2ea967308bbe10ee3b37cf76a3f7c6a0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J153417.05%2B161546.1AB' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15341711+1615463.xml'.\n"
@@ -4938,7 +4938,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 535kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 539kB/s]\n",
       "SHA256 hash of downloaded file: ab274451517072212319ed319577b1042abb5e0d316b709b1842530044e2ef39\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J153417.05%2B161546.1AB&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J153417.05+161546.1AB.xml'.\n"
@@ -4955,7 +4955,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.72k/6.72k [00:00<00:00, 2.62MB/s]\n",
+      "100%|█████████████████████████████████████| 6.72k/6.72k [00:00<00:00, 3.23MB/s]\n",
       "SHA256 hash of downloaded file: 20bb7e20c4aecb2fe2c9361ee8f4d6bf1657d911e7b1cf05a96579a33320fa38\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J082030.12%2B103737.0' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08203013+1037372.xml'.\n"
@@ -4972,7 +4972,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 558kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 378kB/s]\n",
       "SHA256 hash of downloaded file: 3da6568bbd8b7ab96adcd7f5ef3f6ff84df1be26b262dea4dc05e9b6cc9fc465\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J082030.12%2B103737.0&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J082030.12+103737.0.xml'.\n"
@@ -4989,7 +4989,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.89k/6.89k [00:00<00:00, 3.69MB/s]\n",
+      "100%|█████████████████████████████████████| 6.89k/6.89k [00:00<00:00, 2.59MB/s]\n",
       "SHA256 hash of downloaded file: acb3ad3eb6a461cdb32da39a5f0de032cecdfcb7787ea7b755332e30f191a94c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1239272%2B551537' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12392727+5515371.xml'.\n"
@@ -5006,7 +5006,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 865kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 444kB/s]\n",
       "SHA256 hash of downloaded file: 98054d795ba8e7d315069abea41e9bc6dfd0eeed6655c1588b3cee677244d02b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1239272%2B551537&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1239272+551537.xml'.\n"
@@ -5023,7 +5023,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.16MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.61MB/s]\n",
       "SHA256 hash of downloaded file: 665303daa2564e0f36ac771f5d633580869466e67d80e6d831e4cc91c2022579\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J151643.01%2B305344.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15164306+3053443.xml'.\n"
@@ -5040,7 +5040,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 228kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 547kB/s]\n",
       "SHA256 hash of downloaded file: 9ab678f46f5abed3be4c970af1194e715c65ab662453322766ade6c5bb114908\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J151643.01%2B305344.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J151643.01+305344.4.xml'.\n"
@@ -5057,7 +5057,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.72MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.51MB/s]\n",
       "SHA256 hash of downloaded file: 883c2afa117eae08cd410bcb067e707ae93b503e0d85997867079138ab3b83f6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0825196%2B211552' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08251968+2115521.xml'.\n"
@@ -5074,7 +5074,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 358kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 567kB/s]\n",
       "SHA256 hash of downloaded file: 10843a38099d477298559c7ac19685571cf7596fb18f9c1b2ee2b5341ca2691c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0825196%2B211552&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0825196+211552.xml'.\n"
@@ -5091,7 +5091,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.07MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 3.92MB/s]\n",
       "SHA256 hash of downloaded file: 42fdd0cc21573752da2ae9c64a0053a89a90cc55213e6cfe55504f83a6bb39be\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13342806%2B5258199' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13342806+5258199.xml'.\n"
@@ -5108,7 +5108,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 522kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 672kB/s]\n",
       "SHA256 hash of downloaded file: 9acc916f2428644c3c97e98c8427bb27e798abe87ad5568e71ebd3ca300c498c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13342806%2B5258199&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13342806+5258199.xml'.\n"
@@ -5125,7 +5125,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.06MB/s]\n",
       "SHA256 hash of downloaded file: cea8f55efcc90290aaa9a5f90d7bf1599a2a9e43ad1b2d5d93c8f8818d2c947e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J134525.57%2B521634.0' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13452562+5216337.xml'.\n"
@@ -5142,7 +5142,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 475kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 603kB/s]\n",
       "SHA256 hash of downloaded file: f2214257b8ffb715d34fa10da3fd7ddc56f1f82e970ed8a78caaeed20e1bb58d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J134525.57%2B521634.0&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J134525.57+521634.0.xml'.\n"
@@ -5159,7 +5159,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.71k/6.71k [00:00<00:00, 4.55MB/s]\n",
+      "100%|█████████████████████████████████████| 6.71k/6.71k [00:00<00:00, 5.06MB/s]\n",
       "SHA256 hash of downloaded file: fe8271172b63503b8d5e0d20bf96287909e40c728b7fb604d99cc118722a4f7b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=Gl+584C' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15232263+3014562.xml'.\n"
@@ -5176,7 +5176,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 807kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 558kB/s]\n",
       "SHA256 hash of downloaded file: 2ac34b7a3a8c9a9261a6259ef9c04b2e19a7ae20a95d9270e156c03180d00d1e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=Gl+584C&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_Gl 584C.xml'.\n"
@@ -5193,7 +5193,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.22MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.63MB/s]\n",
       "SHA256 hash of downloaded file: 9d2df6839fe24c9b6ad88b13dc060de672d884470a3714692d384b95dda9f221\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=NLTT+37409' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14270666+4808164.xml'.\n"
@@ -5210,7 +5210,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 678kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 657kB/s]\n",
       "SHA256 hash of downloaded file: 9928b609fe67d6e2e2519b811cfb92d6a01b277185a13b29bb86e312105523ac\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=NLTT+37409&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_NLTT 37409.xml'.\n"
@@ -5227,7 +5227,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.33MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 3.46MB/s]\n",
       "SHA256 hash of downloaded file: 38c741543c470f7662fba4ebd737f25cc082197282647a10a5d72e3695a3145d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J08234818%2B2428577' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08234818+2428577.xml'.\n"
@@ -5244,7 +5244,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 318kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 594kB/s]\n",
       "SHA256 hash of downloaded file: 8ed630efe36c76e201bd9e264446645e8ab9a2122168910e056dc9eaa4348b40\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J08234818%2B2428577&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J08234818+2428577.xml'.\n"
@@ -5261,7 +5261,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.15MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 7.37MB/s]\n",
       "SHA256 hash of downloaded file: fffeb84de86b8b6815d6c490d94c52a853c0e59eb31119b65f19a80a7ae27723\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J141659.78%2B500626.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14165987+5006258.xml'.\n"
@@ -5278,7 +5278,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 426kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 613kB/s]\n",
       "SHA256 hash of downloaded file: 5f8d573f7372803c22ef9863d2b4c2416a5724cc10a42d481b28497b9ffb554f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J141659.78%2B500626.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J141659.78+500626.4.xml'.\n"
@@ -5295,7 +5295,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.71k/6.71k [00:00<00:00, 3.38MB/s]\n",
+      "100%|█████████████████████████████████████| 6.71k/6.71k [00:00<00:00, 4.12MB/s]\n",
       "SHA256 hash of downloaded file: 5041bb47dcceb9856aead6338d1a2ef4afd03f5dea86fbe7c109d8385fae929e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13023811%2B5650212' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13023811+5650212.xml'.\n"
@@ -5312,7 +5312,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 223kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 529kB/s]\n",
       "SHA256 hash of downloaded file: e893d2d92421c39105a2008d8afbbfb0636df4e1325b1661158c91e4ffb78d33\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13023811%2B5650212&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13023811+5650212.xml'.\n"
@@ -5329,7 +5329,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 4.10MB/s]\n",
+      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 4.33MB/s]\n",
       "SHA256 hash of downloaded file: 8816f6bdce657666a4b98023b200b965a36f31e9b919185bc12c446ea965c130\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J152039.82%2B354619.8' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15203974+3546210.xml'.\n"
@@ -5346,7 +5346,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 206kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 536kB/s]\n",
       "SHA256 hash of downloaded file: 16268ecf24a94f29b9a70c01da4e4be802fcb4cfdbf152e3036895df02014bdc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J152039.82%2B354619.8&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J152039.82+354619.8.xml'.\n"
@@ -5363,7 +5363,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 2.58MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 4.85MB/s]\n",
       "SHA256 hash of downloaded file: d0934f820aefa0ce5202c3ff2eaab3f05074c5f001a6ce8a1f13876b9232441f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15500845%2B1455180' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15500845+1455180.xml'.\n"
@@ -5380,7 +5380,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 368kB/s]\n",
+      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 626kB/s]\n",
       "SHA256 hash of downloaded file: ae760f0d3fbcf0af1f1ac05add975e35f0fcd1cc4daa5c7390e3952688f674e6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15500845%2B1455180&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15500845+1455180.xml'.\n"
@@ -5397,7 +5397,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 2.93MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.51MB/s]\n",
       "SHA256 hash of downloaded file: e13b693eb623a28b447dd9ec6fdfac68716e8cef1b0c0c524b784438fa73c13c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J154849.02%2B172235.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15484912+1722359.xml'.\n"
@@ -5414,7 +5414,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 507kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 468kB/s]\n",
       "SHA256 hash of downloaded file: 7b6883c3c1e6bdb761cf942f7bde2fa8fb8262016dd2dd74aee2e2a0f56ff986\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J154849.02%2B172235.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J154849.02+172235.4.xml'.\n"
@@ -5431,7 +5431,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 5.97k/5.97k [00:00<00:00, 4.46MB/s]\n",
+      "100%|█████████████████████████████████████| 5.97k/5.97k [00:00<00:00, 2.38MB/s]\n",
       "SHA256 hash of downloaded file: 39a8f56c5c18bfdeacdcb055a05114f203dab4b0d4efdff0b3ad33bb022c36ad\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1534498-295227' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15344984-2952274.xml'.\n"
@@ -5448,7 +5448,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 409kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 603kB/s]\n",
       "SHA256 hash of downloaded file: e1cc1dfeff4c4d955067123fa89f27b24d78574e5ae8879571064576537b8325\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1534498-295227&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1534498-295227.xml'.\n"
@@ -5465,7 +5465,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.68k/7.68k [00:00<00:00, 5.32MB/s]\n",
+      "100%|█████████████████████████████████████| 7.68k/7.68k [00:00<00:00, 5.23MB/s]\n",
       "SHA256 hash of downloaded file: dc0c5ee185bfb978764cd87f519e01bca905fe6f1e9a19ed7e45374f4e16195a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1553022%2B153236' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15530228+1532369.xml'.\n"
@@ -5482,7 +5482,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 403kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 565kB/s]\n",
       "SHA256 hash of downloaded file: 42cffcdd0f737cbcc58f41601886749080cdc3a97fe790baf50da3de1007455e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1553022%2B153236&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1553022+153236.xml'.\n"
@@ -5499,7 +5499,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.70k/7.70k [00:00<00:00, 5.88MB/s]\n",
+      "100%|█████████████████████████████████████| 7.70k/7.70k [00:00<00:00, 4.96MB/s]\n",
       "SHA256 hash of downloaded file: 18d9b7e4640cd271a5487b588db620cabcd25fbf0db47e51976c35b99e574187\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15590462-0356280' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15590462-0356280.xml'.\n"
@@ -5516,7 +5516,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 477kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 615kB/s]\n",
       "SHA256 hash of downloaded file: 25ecf24e19e7a22e7d89b7a341c16827cde0e7ec0c93f1ece3b97211bf56d8f9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15590462-0356280&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15590462-0356280.xml'.\n"
@@ -5533,7 +5533,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.91MB/s]\n",
       "SHA256 hash of downloaded file: 1269cea6904551ae626121931f04f3646584be30e9686a71014c908db30aaacd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15561873%2B1300527' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15561873+1300527.xml'.\n"
@@ -5550,7 +5550,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 533kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 579kB/s]\n",
       "SHA256 hash of downloaded file: 4da6a905828caf27b885999cd87b52976758c3fa0668e60acafb9345495a4b38\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15561873%2B1300527&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15561873+1300527.xml'.\n"
@@ -5567,7 +5567,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 5.39MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.45MB/s]\n",
       "SHA256 hash of downloaded file: 04ac705a7ef15e33c9939422709f60beaed3c733d94239fdd1ace70469ab7803\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J151506.11%2B443648.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15150607+4436483.xml'.\n"
@@ -5584,7 +5584,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 502kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 570kB/s]\n",
       "SHA256 hash of downloaded file: ed1a88d70747f4b55bd65d3f48ac1a3fb1282ee5f1e63e9bed6f0587d25dd3f7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J151506.11%2B443648.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J151506.11+443648.3.xml'.\n"
@@ -5601,7 +5601,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 7.91MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.65MB/s]\n",
       "SHA256 hash of downloaded file: 2037733014c47e5039be009d299ec6d9d3a5a29e8083821e31eec8dea7c41e15\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0908380%2B503208' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09083803+5032088.xml'.\n"
@@ -5618,7 +5618,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 491kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 439kB/s]\n",
       "SHA256 hash of downloaded file: 7c0503cc5d97fc3275330abc8d4cc52b162b71554abd430aab29bf0f160a2446\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0908380%2B503208&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0908380+503208.xml'.\n"
@@ -5635,7 +5635,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.81MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 3.73MB/s]\n",
       "SHA256 hash of downloaded file: 79636e32095e13ae65707856f42ffaccfadaa891a5e61e38c851046d25d7f3fd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J085234.90%2B472035.0' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08523490+4720359.xml'.\n"
@@ -5652,7 +5652,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 593kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.24MB/s]\n",
       "SHA256 hash of downloaded file: e01cb014674df4e9cb914516c5cf7ea594983a8c3183c39ed35a166a3c107dbf\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J085234.90%2B472035.0&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J085234.90+472035.0.xml'.\n"
@@ -5669,7 +5669,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 3.97MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 2.24MB/s]\n",
       "SHA256 hash of downloaded file: 0076d6ce27b344e1d0bdcacf2db42e6b066a1989f11dee733fb221b9aec1ec9f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15200224-4422419A' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15200224-4422419.xml'.\n"
@@ -5686,7 +5686,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 588kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 418kB/s]\n",
       "SHA256 hash of downloaded file: 0235b65ea5073b06cfbe51f0d0092036fb62a1e0b199aaa7101fe548e35c026c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15200224-4422419A&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15200224-4422419A.xml'.\n"
@@ -5703,7 +5703,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.82MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.75MB/s]\n",
       "SHA256 hash of downloaded file: ef1233281fb7c97bf711926adfe2d2ab831fc4a8ba9c6dc9b86f8298542b665c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1546291-332511' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15462718-3325111.xml'.\n"
@@ -5720,7 +5720,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 655kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.12MB/s]\n",
       "SHA256 hash of downloaded file: 3c432cebd09bbf7abe339028d3d2e0e9055d68695bff456fd1bea452f1291593\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1546291-332511&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1546291-332511.xml'.\n"
@@ -5737,7 +5737,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.66k/7.66k [00:00<00:00, 4.91MB/s]\n",
+      "100%|█████████████████████████████████████| 7.66k/7.66k [00:00<00:00, 4.25MB/s]\n",
       "SHA256 hash of downloaded file: ece72a668b6f128437d104e5d360ce43bf8921ee9fd24e73be5014a9c4f09575\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J154009.36%2B374230.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15400942+3742316.xml'.\n"
@@ -5754,7 +5754,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 466kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 578kB/s]\n",
       "SHA256 hash of downloaded file: 217bb4a1544471fd138c494762a062b45bfcf1c40321b0095d41e6ef022be356\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J154009.36%2B374230.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J154009.36+374230.3.xml'.\n"
@@ -5771,7 +5771,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.22k/7.22k [00:00<00:00, 4.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.22k/7.22k [00:00<00:00, 4.15MB/s]\n",
       "SHA256 hash of downloaded file: be1fca4a9db5acc3e85c00325173ce30dd0b99f14bd276587bb7d18a915d35f4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16002647-2456424' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16002647-2456424.xml'.\n"
@@ -5788,7 +5788,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 534kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 574kB/s]\n",
       "SHA256 hash of downloaded file: d877c8d0d0994191dfe0df22e5c1cd70516a7f55fac994ce165dec03a4cc5b99\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16002647-2456424&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16002647-2456424.xml'.\n"
@@ -5805,7 +5805,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.43MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.28MB/s]\n",
       "SHA256 hash of downloaded file: 18984749328ce2cbe80b33adffc3823acc2de327babfb5d97a7af58001840b4c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J121440.95%2B631643.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12144089+6316434.xml'.\n"
@@ -5822,7 +5822,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 469kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 571kB/s]\n",
       "SHA256 hash of downloaded file: d80df06240ed3601a317c0bab970b5eb26dad3084470af5d6a53aaac2f7af946\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J121440.95%2B631643.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J121440.95+631643.4.xml'.\n"
@@ -5839,7 +5839,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.63k/7.63k [00:00<00:00, 4.37MB/s]\n",
+      "100%|█████████████████████████████████████| 7.63k/7.63k [00:00<00:00, 3.35MB/s]\n",
       "SHA256 hash of downloaded file: 9cc38ee19a0021195a25582ecdb2cb843365cc78392f6f480c6d658d214bbb4e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0755480%2B221218' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07554795+2212169.xml'.\n"
@@ -5856,7 +5856,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 489kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.18MB/s]\n",
       "SHA256 hash of downloaded file: 99998f41f2d8eaf2cd10a48f07791ff1bcc3671ca79f87525c017c67584f5798\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0755480%2B221218&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0755480+221218.xml'.\n"
@@ -5873,7 +5873,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 5.02MB/s]\n",
+      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 5.19MB/s]\n",
       "SHA256 hash of downloaded file: 4bd30b5f4009c1db4a0ddf245d9ac242a12f30b249075f497d63513d8366c01f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J141530.05%2B572428.7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14153003+5724300.xml'.\n"
@@ -5890,7 +5890,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 634kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 926kB/s]\n",
       "SHA256 hash of downloaded file: dadb4aace79f563353d2ddab85caa23c37a75c257b6cb482fedd2b7b7293172f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J141530.05%2B572428.7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J141530.05+572428.7.xml'.\n"
@@ -5907,7 +5907,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 17.0MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.82MB/s]\n",
       "SHA256 hash of downloaded file: 2efbd7209bd633bbbc8065b7974717daf61fb66701b96b10102edb33f57596f1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15575011-2952431' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15575011-2952431.xml'.\n"
@@ -5924,7 +5924,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 2.79MB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 959kB/s]\n",
       "SHA256 hash of downloaded file: 18f02f0fac2f186f566ecb626daabdb7de077f9b74af79d1dd75fe6ac4fd6e38\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15575011-2952431&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15575011-2952431.xml'.\n"
@@ -5941,7 +5941,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 8.29MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.79MB/s]\n",
       "SHA256 hash of downloaded file: 4b12736ddd66839b5a1fca7c7e9325d17948fa06ad8d03137ba460f6f70ffbe9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1515008%2B484742' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15150083+4847416.xml'.\n"
@@ -5958,7 +5958,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 571kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 828kB/s]\n",
       "SHA256 hash of downloaded file: 201e05cbe046a3563422212341e27419c75b5ae89a6e787a79c3a7ace8c89f40\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1515008%2B484742&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1515008+484742.xml'.\n"
@@ -5975,7 +5975,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 1.95MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.31MB/s]\n",
       "SHA256 hash of downloaded file: c1bfb3d3d1a5f8ffa29dbe8eb8132b07ebeef0cba9b3f6915a0ef97fdc3878fc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16150413%2B1340079' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16150413+1340079.xml'.\n"
@@ -5992,7 +5992,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 677kB/s]\n",
+      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: c5f3ad9984f3b4cf97bcc94cc4d12149fc5909485f8f216f60b08c3ea4488627\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16150413%2B1340079&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16150413+1340079.xml'.\n"
@@ -6009,7 +6009,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.77k/7.77k [00:00<00:00, 5.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.77k/7.77k [00:00<00:00, 4.86MB/s]\n",
       "SHA256 hash of downloaded file: e1bae9ffc1136768ffcec0ad7c78650e99bfae1cd0234eb785d7019635b3524d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J07415784%2B0531568' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07415784+0531568.xml'.\n"
@@ -6026,7 +6026,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 589kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 670kB/s]\n",
       "SHA256 hash of downloaded file: 13f532530730b4a8fcf5ce0eea0cb56bcf46bb61b6a8e0b0f84156471e13f26d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J07415784%2B0531568&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J07415784+0531568.xml'.\n"
@@ -6043,7 +6043,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 3.14MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 6.26MB/s]\n",
       "SHA256 hash of downloaded file: 8f08db94f25c8082cf74d911e83dc8711094172208c4b64d0598c2ef80637e00\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14192618%2B5919047' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14192618+5919047.xml'.\n"
@@ -6060,7 +6060,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 656kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 593kB/s]\n",
       "SHA256 hash of downloaded file: ae85a864a7f0cbf93dc39aa8be7481f39f5cf5ca65c65a3e5f4f29b0bead3eaf\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14192618%2B5919047&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14192618+5919047.xml'.\n"
@@ -6077,7 +6077,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 3.45MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 2.52MB/s]\n",
       "SHA256 hash of downloaded file: c701ae8e90fe1e3884baddd58db35f948072ddb6e9d297c133d5a966f3b5cd39\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J075840.33%2B324723.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07584037+3247245.xml'.\n"
@@ -6094,7 +6094,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 378kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 797kB/s]\n",
       "SHA256 hash of downloaded file: d106f6c4292d68ad35c53425e0f85e6662b28ad87a042af0120a37920e4cf0f9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J075840.33%2B324723.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J075840.33+324723.4.xml'.\n"
@@ -6111,7 +6111,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 6.96MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 5.36MB/s]\n",
       "SHA256 hash of downloaded file: 3c97864667f9ac28247bcff6b0783d7d7e136fcb94f8f680d4743a51a2bdfa33\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14185890%2B6000194' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14185890+6000194.xml'.\n"
@@ -6128,7 +6128,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 625kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: ece22b1f476918b623788eaf29ffa682ef24a4f995face64d034f52fb8bbaffa\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14185890%2B6000194&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14185890+6000194.xml'.\n"
@@ -6145,7 +6145,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 5.32MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 4.11MB/s]\n",
       "SHA256 hash of downloaded file: b5d7bf6a6d886f43eafe1b7f0e612bf80dcc3a02f9f93b96e26cceceafb2a3e4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J12373919%2B6526148' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J12373919+6526148.xml'.\n"
@@ -6162,7 +6162,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 724kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 576kB/s]\n",
       "SHA256 hash of downloaded file: 9bcd786117bcc7caaf998bd5a4fc4615ecdc25bdb10e205ff4e78a4c811a1999\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J12373919%2B6526148&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J12373919+6526148.xml'.\n"
@@ -6179,7 +6179,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.72k/7.72k [00:00<00:00, 4.90MB/s]\n",
+      "100%|█████████████████████████████████████| 7.72k/7.72k [00:00<00:00, 2.51MB/s]\n",
       "SHA256 hash of downloaded file: c9c6d83c5495fca137904e064c86311221c8e024a3e1317be4de7303a7235cb6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J13243553%2B6358281' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J13243553+6358281.xml'.\n"
@@ -6196,7 +6196,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 571kB/s]\n",
+      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 496kB/s]\n",
       "SHA256 hash of downloaded file: bf9be5be0fb461c62abe4558a02bc9ca896f5265eb21340266438accf6d11614\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J13243553%2B6358281&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J13243553+6358281.xml'.\n"
@@ -6213,7 +6213,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.96MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 4.73MB/s]\n",
       "SHA256 hash of downloaded file: bf707a6d994d17c37604cc590d8b45035b91b1681f281fe86123e1bb12d04514\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0820299%2B450031' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08202996+4500315.xml'.\n"
@@ -6230,7 +6230,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 901kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 515kB/s]\n",
       "SHA256 hash of downloaded file: e7beefb7db0df60da216ffade64c6978b657002b8087e675095032ad66cc853f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0820299%2B450031&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0820299+450031.xml'.\n"
@@ -6247,7 +6247,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.69MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.30MB/s]\n",
       "SHA256 hash of downloaded file: 78a2a338f30422a833aee4792314a5af0159985093aaa5b0538feb5a045c81a0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J14283132%2B5923354' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J14283132+5923354.xml'.\n"
@@ -6264,7 +6264,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 373kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 599kB/s]\n",
       "SHA256 hash of downloaded file: 2f07dbb62cc623376ca4d4f07f944398dfeb88ec0609f51b939bd44ad5091368\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J14283132%2B5923354&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J14283132+5923354.xml'.\n"
@@ -6281,7 +6281,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.55MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 2.63MB/s]\n",
       "SHA256 hash of downloaded file: 63fd92b8f2a5573886b91e43993fd254dda60b03c41b0eae0bd483d98d023883\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J092615.38%2B584720.9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09261537+5847212.xml'.\n"
@@ -6298,7 +6298,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 469kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 886kB/s]\n",
       "SHA256 hash of downloaded file: cc05b6da20c22ed71e1eec5bcef2f8a88e97a8d86f7953dbec186aa68b3caa0e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J092615.38%2B584720.9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J092615.38+584720.9.xml'.\n"
@@ -6315,7 +6315,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 8.66MB/s]\n",
+      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 4.64MB/s]\n",
       "SHA256 hash of downloaded file: a6c54fffd3ea54a8cb2829962aa0548d6f3aa05bb41cfbd14c3a2e7cea2b2d31\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J162414.37%2B002915.6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16241436+0029158.xml'.\n"
@@ -6332,7 +6332,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 678kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 557kB/s]\n",
       "SHA256 hash of downloaded file: 8c4c7bc3ab03ba371c7d6db1d66c04ea38f96606a295360a0573d348e2559641\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J162414.37%2B002915.6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J162414.37+002915.6.xml'.\n"
@@ -6349,9 +6349,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 8.11MB/s]\n",
+      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 4.58MB/s]\n",
       "SHA256 hash of downloaded file: 2b2566fb1e6a8cbcf4eea535c44251759488af9bd2d4f30d0f683bc8cd16e0cd\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J083008.12%2B482847.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08300825+4828482.xml'.\n"
      ]
     },
     {
@@ -6365,8 +6366,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J083008.12%2B482847.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08300825+4828482.xml'.\n",
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 574kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 498kB/s]\n",
       "SHA256 hash of downloaded file: 1996c552a544f3585694f0f722d9e3424850a7b7fc01cf866f38675125b4baa8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J083008.12%2B482847.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J083008.12+482847.4.xml'.\n"
@@ -6383,7 +6383,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.96MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.83MB/s]\n",
       "SHA256 hash of downloaded file: 05e0cd978c1d3729326fd2ff64245ade20b9f68a64296af92c5c658d5a9c5146\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J074201.41%2B205520.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07420130+2055198.xml'.\n"
@@ -6400,7 +6400,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 530kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 766kB/s]\n",
       "SHA256 hash of downloaded file: 614954d3f44166a2e29cfbecdc4683f6410b091a3c9dc5b6e2a1f0b12d01e19d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J074201.41%2B205520.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J074201.41+205520.5.xml'.\n"
@@ -6417,7 +6417,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 5.23MB/s]\n",
+      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 1.76MB/s]\n",
       "SHA256 hash of downloaded file: 3d8923e0bd1dd8230384c7a06c18ff44b4a03cc7fc9c8773ea3e999c0096587d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J162255.27%2B115924.1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16225533+1159238.xml'.\n"
@@ -6434,7 +6434,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 533kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 844kB/s]\n",
       "SHA256 hash of downloaded file: 7b2fdc22c04c0e692ee4898913d52bca3b38f17c8b896a0ae08b38391083be7b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J162255.27%2B115924.1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J162255.27+115924.1.xml'.\n"
@@ -6451,7 +6451,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.61k/6.61k [00:00<00:00, 2.80MB/s]\n",
+      "100%|█████████████████████████████████████| 6.61k/6.61k [00:00<00:00, 1.80MB/s]\n",
       "SHA256 hash of downloaded file: 05d499f9c4483711910acda8c9e3725e61ae0a09f4cd245a43cf03f1c0f10a2e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J09054654%2B5623117' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J09054654+5623117.xml'.\n"
@@ -6468,7 +6468,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 309kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 588kB/s]\n",
       "SHA256 hash of downloaded file: ef5a08c9c2e6b3b62cc3d58dd98d14db75c39cb44a643829a60019f88f01c879\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J09054654%2B5623117&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J09054654+5623117.xml'.\n"
@@ -6485,7 +6485,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 6.05MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.41MB/s]\n",
       "SHA256 hash of downloaded file: 1aacf92a5aab91cb5c4821880c1bd98f00e8f658c28c722543ce6791e85b994f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J074149.15%2B235127.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07414920+2351275.xml'.\n"
@@ -6502,7 +6502,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 631kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 595kB/s]\n",
       "SHA256 hash of downloaded file: 4ab31335a6d2eaab0f394b5019ecdad9d3a1f2cbd936724d485fe2507032cca4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J074149.15%2B235127.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J074149.15+235127.5.xml'.\n"
@@ -6519,7 +6519,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 4.98MB/s]\n",
+      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 4.46MB/s]\n",
       "SHA256 hash of downloaded file: 119d72cea411596b661f1d36cef573e95dddabe0d478761c5e31f6a1242dca0c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J085758.45%2B570851.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08575849+5708514.xml'.\n"
@@ -6536,7 +6536,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 642kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 562kB/s]\n",
       "SHA256 hash of downloaded file: 96c5b7a48b02e62841751b11b9e58b00677619ab60d1038c43ecd5d1e1e8097b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J085758.45%2B570851.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J085758.45+570851.4.xml'.\n"
@@ -6553,7 +6553,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.61MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.30MB/s]\n",
       "SHA256 hash of downloaded file: 1552e2385519ac874956174e3828a3e3689f9c6a36038bed4974f3a4526e39e9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16304206-0232224' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16304206-0232224.xml'.\n"
@@ -6570,7 +6570,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 441kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 632kB/s]\n",
       "SHA256 hash of downloaded file: d2f45bfb259750954f925789667daf18cc81f5c0f725283a32a98fa53740c1ca\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16304206-0232224&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16304206-0232224.xml'.\n"
@@ -6587,7 +6587,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.99MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.32MB/s]\n",
       "SHA256 hash of downloaded file: 76eec8fb15ffebbff7d17c9f011bf7304d3909a421aa8ab948548088a0ec705a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J163359.23-064056.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16335933-0640552.xml'.\n"
@@ -6604,7 +6604,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 523kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 606kB/s]\n",
       "SHA256 hash of downloaded file: 80b6175ccf1bf0adc8518994f5bd4a2c47df0ffabdac59fc67b2d98bde583f48\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J163359.23-064056.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J163359.23-064056.5.xml'.\n"
@@ -6621,7 +6621,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.26k/7.26k [00:00<00:00, 2.58MB/s]\n",
+      "100%|█████████████████████████████████████| 7.26k/7.26k [00:00<00:00, 5.44MB/s]\n",
       "SHA256 hash of downloaded file: 769838987c819d7f4c14f58258b65d4554ebd0121b1e6cc651221445efa1d67b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15461461%2B4932114' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15461461+4932114.xml'.\n"
@@ -6638,7 +6638,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 528kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 523kB/s]\n",
       "SHA256 hash of downloaded file: e096443f64be072771259822730f36494f8ce03ab8e1e649d0516fa1c4ee6a42\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15461461%2B4932114&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15461461+4932114.xml'.\n"
@@ -6655,7 +6655,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.96MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.81MB/s]\n",
       "SHA256 hash of downloaded file: ad99f83f8410920d047fe0a5648e2b86ddcfc1c5fe71db04e1701bd8bf64a907\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0727182%2B171001' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07271824+1710012.xml'.\n"
@@ -6672,7 +6672,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 498kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 558kB/s]\n",
       "SHA256 hash of downloaded file: f906286b707302956e8d4a24b229e639a5d4b31ae2e291f57826aa5a060fc69e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0727182%2B171001&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0727182+171001.xml'.\n"
@@ -6689,7 +6689,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.78k/7.78k [00:00<00:00, 4.51MB/s]\n",
+      "100%|█████████████████████████████████████| 7.78k/7.78k [00:00<00:00, 4.66MB/s]\n",
       "SHA256 hash of downloaded file: e87e99b4b530940dbe672f6dc613cc820603eb7bc72476923836b63f1ebc073a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1632291%2B190441' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16322911+1904407.xml'.\n"
@@ -6706,7 +6706,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 312kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 590kB/s]\n",
       "SHA256 hash of downloaded file: f8e6ebee582bb0dcd4741aff77063a78e89c95393ed405c08d66a35c6cdcdec1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1632291%2B190441&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1632291+190441.xml'.\n"
@@ -6723,7 +6723,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.53MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.75MB/s]\n",
       "SHA256 hash of downloaded file: 436832cf518a94357ba6a419b48a010f35c2a339de095cd65fb51f8df1c58305\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0801405%2B462850' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08014056+4628498.xml'.\n"
@@ -6740,7 +6740,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 629kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: 770a1e16eeddf24144a563803ee3e2b414afa4e822c56964233f36e49431b098\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0801405%2B462850&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0801405+462850.xml'.\n"
@@ -6757,7 +6757,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.63MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.19MB/s]\n",
       "SHA256 hash of downloaded file: f83fedbed79d1a82fc466d209ab449a28d33b6f60b7a8dd97c85fa4cb01406de\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J080531.84%2B481233.0' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J08053189+4812330.xml'.\n"
@@ -6774,7 +6774,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 524kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 575kB/s]\n",
       "SHA256 hash of downloaded file: 7e9c08ea2e20f8faccf8fa390164a3571e89860a04526e9c796ab1cd1632c882\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J080531.84%2B481233.0&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J080531.84+481233.0.xml'.\n"
@@ -6791,7 +6791,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 5.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.67MB/s]\n",
       "SHA256 hash of downloaded file: 29847fdceac137f4610857124a62ed58f0302ae75eeeacbc7f35a147d7d8a53a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16382073%2B1327354' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16382073+1327354.xml'.\n"
@@ -6808,7 +6808,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 681kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 590kB/s]\n",
       "SHA256 hash of downloaded file: 872edffaa64f58ce29e32cadfc6afc3ac0f54bcc2d12dd9a94182008ab5bfe90\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16382073%2B1327354&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16382073+1327354.xml'.\n"
@@ -6825,7 +6825,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.88MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 8.35MB/s]\n",
       "SHA256 hash of downloaded file: 44393ecde53025df595d15a946d26fe81b6faf47c5d41fc43fac99b07bda8e2d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16403197%2B1231068' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16403197+1231068.xml'.\n"
@@ -6842,7 +6842,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 454kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: 519058ebfb8644d7f91971cf6b644fd3673789db5a08c1485c1e66526e81492c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16403197%2B1231068&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16403197+1231068.xml'.\n"
@@ -6859,7 +6859,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.36MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.63MB/s]\n",
       "SHA256 hash of downloaded file: d31af212406c438df9eb83aab4ed57fec147be1110a48117e8e5cdf17db28eb9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15412408%2B5425598' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15412408+5425598.xml'.\n"
@@ -6876,7 +6876,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 498kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 616kB/s]\n",
       "SHA256 hash of downloaded file: a03674d3f791a4c381484f1f03bfff902d8c24197dfa3d04fff0f74bc6175797\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15412408%2B5425598&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15412408+5425598.xml'.\n"
@@ -6893,7 +6893,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.96MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.64MB/s]\n",
       "SHA256 hash of downloaded file: 254bc5a789697c6c88691e95c9ebf35e90f5711c03e2f6cffd6905dcadd0a135\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J161731.65%2B401859.7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16173168+4019003.xml'.\n"
@@ -6910,7 +6910,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 457kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 543kB/s]\n",
       "SHA256 hash of downloaded file: 54747a7c71fe0a772ae9adcbf94bbdfb454cad8b7202f62f4aae2eb1d4d81771\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J161731.65%2B401859.7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J161731.65+401859.7.xml'.\n"
@@ -6927,7 +6927,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 4.44MB/s]\n",
+      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 4.21MB/s]\n",
       "SHA256 hash of downloaded file: 0d7eac172213445d6469ae9a277564054896743660895fee5b9ba9575dbe9433\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1645221-131951' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16452211-1319516.xml'.\n"
@@ -6944,7 +6944,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 367kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 548kB/s]\n",
       "SHA256 hash of downloaded file: bf06fa26d64a449eb8103f54413e10b59d3f9bcd05e9c639629c77de3b29d029\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1645221-131951&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1645221-131951.xml'.\n"
@@ -6961,7 +6961,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 3.82MB/s]\n",
       "SHA256 hash of downloaded file: 3b685b08bcc8dfaa7afb1629204468bd98f41afd6ec92335b4b44a05beecf711\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16262034%2B3925190' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16262034+3925190.xml'.\n"
@@ -6978,7 +6978,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 455kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 597kB/s]\n",
       "SHA256 hash of downloaded file: ee04fd61da524339f4c57e0f5e2ae022448c9141a285efeb712c32941d2fc041\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16262034%2B3925190&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16262034+3925190.xml'.\n"
@@ -7012,7 +7012,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 476kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 593kB/s]\n",
       "SHA256 hash of downloaded file: 4663a2449f890e0fd97deae91aa020ab1e08399dd0e497cd9b84e6ebffed74d3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J090900.73%2B652527.2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J090900.73+652527.2.xml'.\n"
@@ -7029,7 +7029,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 6.70MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 3.52MB/s]\n",
       "SHA256 hash of downloaded file: efa0320266b60c9cfe008f5b97579dbc0cbd57cac792ba6f44ff216ec0b331a3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16390818%2B2839015' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16390818+2839015.xml'.\n"
@@ -7046,7 +7046,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 319kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 587kB/s]\n",
       "SHA256 hash of downloaded file: 5bb191cccdf92110ed32e0a749f0ed934264cd7e2a7acef0add3744cef80164c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16390818%2B2839015&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16390818+2839015.xml'.\n"
@@ -7063,7 +7063,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.49MB/s]\n",
       "SHA256 hash of downloaded file: 316fc254e90137d9eafa0e5688ab2168ea8417dcd2255dd5519c20b9bd1d26ae\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16423481-2355027' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16423481-2355027.xml'.\n"
@@ -7080,7 +7080,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 527kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 628kB/s]\n",
       "SHA256 hash of downloaded file: a14e5fe97d95937f3192e3fadccf41f965341fb2e5e11eb4373c48fa5c70a62a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16423481-2355027&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16423481-2355027.xml'.\n"
@@ -7097,7 +7097,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.07MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.30MB/s]\n",
       "SHA256 hash of downloaded file: cd36cf25a9a05225e2c2e39688b8c3aa3b86b5fc2d54fa52e644879a07993db6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16403561%2B2922225' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16403561+2922225.xml'.\n"
@@ -7114,7 +7114,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 238kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 593kB/s]\n",
       "SHA256 hash of downloaded file: 4728e3a238fa2df2f93ff77d3239421e23df5370bd02e54cfa2d5ea537a68126\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16403561%2B2922225&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16403561+2922225.xml'.\n"
@@ -7131,7 +7131,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 6.79MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.60MB/s]\n",
       "SHA256 hash of downloaded file: da07fdf032f06a87c127969823677a26bed13832d4d34636e799a646af3e20b1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J07290002-3954043' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07290002-3954043.xml'.\n"
@@ -7148,7 +7148,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 685kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 736kB/s]\n",
       "SHA256 hash of downloaded file: 9d461f5d5159e22addac425619735ea67017489dbd6c7ea95e518a9ca0a0b3d9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J07290002-3954043&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J07290002-3954043.xml'.\n"
@@ -7165,7 +7165,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.81k/7.81k [00:00<00:00, 4.23MB/s]\n",
+      "100%|█████████████████████████████████████| 7.81k/7.81k [00:00<00:00, 7.11MB/s]\n",
       "SHA256 hash of downloaded file: 050b42b4a492e7d3bf4800c8724ee38bfbd1d599a9491ab8bbbc62bd221370e3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16452207%2B3004071' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16452207+3004071.xml'.\n"
@@ -7182,7 +7182,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 530kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 601kB/s]\n",
       "SHA256 hash of downloaded file: 3e7a3bbdb63b067256794a66e05ea8bc53b1fc9c5631522784c192a178eb367b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16452207%2B3004071&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16452207+3004071.xml'.\n"
@@ -7199,7 +7199,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.36MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.58MB/s]\n",
       "SHA256 hash of downloaded file: 1d337480c1b6171b7b397dec054fa78c3fa32ef71a0f6843946b25cc01a4b38f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J163030.53%2B434404.0' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16303054+4344032.xml'.\n"
@@ -7216,7 +7216,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 417kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 614kB/s]\n",
       "SHA256 hash of downloaded file: 148913211b3b319b23ee12c22b80bc32a93903e66d9ad659281e21b100d2a06e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J163030.53%2B434404.0&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J163030.53+434404.0.xml'.\n"
@@ -7250,7 +7250,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 392kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 522kB/s]\n",
       "SHA256 hash of downloaded file: 576d39228c0c42e898474f5cba90d94bf073a8275609f4b0b3e66d33fb7db9d0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=VB+8&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_VB 8.xml'.\n"
@@ -7267,7 +7267,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 4.73MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 8.00MB/s]\n",
       "SHA256 hash of downloaded file: 7bba38aa88c93ea5aa4da1c8b0c7c6c0d9fdd9bab68ecab35dd47bd9353e107c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J15293306%2B6730215' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J15293306+6730215.xml'.\n"
@@ -7284,7 +7284,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 521kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 594kB/s]\n",
       "SHA256 hash of downloaded file: c161f0b792e715b80d15f15f33f5dddbee8475b99cd0e60f1eb7aff7fe53865e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J15293306%2B6730215&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J15293306+6730215.xml'.\n"
@@ -7301,7 +7301,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 3.21MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.64MB/s]\n",
       "SHA256 hash of downloaded file: c55fae9d69bba3383b50b569b60300015d3cd22b85bb68915895d2e8354dfd4b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS-P+J170548.38-051645.7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17054834-0516462.xml'.\n"
@@ -7318,7 +7318,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 386kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 579kB/s]\n",
       "SHA256 hash of downloaded file: 0c7684d4a1197743ef70a6e42a5d77db709a71e704e599062ca07860ca61e3ba\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=DENIS-P+J170548.38-051645.7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_DENIS-P J170548.38-051645.7.xml'.\n"
@@ -7335,7 +7335,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.08MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 6.62MB/s]\n",
       "SHA256 hash of downloaded file: d7b8075b19933cd5c0efde2e5efc9257b4d05fb2b7917b74c29578d2b4d4613e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17033593%2B2119071' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17033593+2119071.xml'.\n"
@@ -7352,7 +7352,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 903kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 974kB/s]\n",
       "SHA256 hash of downloaded file: 14afa942055240f0a0671168863c4c19bab6430465327130e2234f6c3aa503cc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17033593%2B2119071&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17033593+2119071.xml'.\n"
@@ -7369,7 +7369,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.59MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.64MB/s]\n",
       "SHA256 hash of downloaded file: 21dc5c2e6ae282287d9f467ebd4b2a494b1fd5a6498f688b799745f26b8bdd36\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17072343-0558249A' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17072343-0558249.xml'.\n"
@@ -7386,7 +7386,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 849kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 380kB/s]\n",
       "SHA256 hash of downloaded file: e4f812914d91e367d6b6296783d0e708fa9c12274acc66d8f43e7fe96225cc3b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17072343-0558249A&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17072343-0558249A.xml'.\n"
@@ -7403,9 +7403,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 3.85MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.36MB/s]\n",
       "SHA256 hash of downloaded file: 8c49f521f50b0024ebc6477af8df34d3c1631ca3e35de65fbb5f715d3ebb9515\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LSPM+J0734%2B5810' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07340502+5810484.xml'.\n"
      ]
     },
     {
@@ -7419,8 +7420,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LSPM+J0734%2B5810' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07340502+5810484.xml'.\n",
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 504kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 743kB/s]\n",
       "SHA256 hash of downloaded file: 72cff4127dec36d7cbcbb3643530fad8c7d837fa987cda1b303a7681cc3741bf\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LSPM+J0734%2B5810&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LSPM J0734+5810.xml'.\n"
@@ -7437,9 +7437,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 8.00MB/s]\n",
+      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 3.74MB/s]\n",
       "SHA256 hash of downloaded file: da5787298d884689d6cb56f2ffdeb273110a321865e34e1fc84124a69e517b21\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17111353%2B2326333' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17111353+2326333.xml'.\n"
      ]
     },
     {
@@ -7453,8 +7454,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17111353%2B2326333' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17111353+2326333.xml'.\n",
-      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.18MB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 494kB/s]\n",
       "SHA256 hash of downloaded file: 88a254c5654859347451a45d5017b4f10906ddd083d5602cccb7d7d95700cd1c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17111353%2B2326333&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17111353+2326333.xml'.\n"
@@ -7471,9 +7471,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.19k/7.19k [00:00<00:00, 4.38MB/s]\n",
+      "100%|█████████████████████████████████████| 7.19k/7.19k [00:00<00:00, 5.86MB/s]\n",
       "SHA256 hash of downloaded file: bc07254b566ffa4f86b30d14bb7414325216ed04bd25b1b52d555f8065361ac5\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1711457%2B223204' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17114573+2232044.xml'.\n"
      ]
     },
     {
@@ -7487,8 +7488,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1711457%2B223204' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17114573+2232044.xml'.\n",
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 463kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.23MB/s]\n",
       "SHA256 hash of downloaded file: 014e39225899f732ba3a46a4416c28a59259e23a2af115a701bac7ebcca25329\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1711457%2B223204&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1711457+223204.xml'.\n"
@@ -7505,7 +7505,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.07MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 7.53MB/s]\n",
       "SHA256 hash of downloaded file: 6e412d142f0718f4a0c05cf6c6a2dc590f9119de5b5694f900650cca807642b8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J16130315%2B6502051' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16130315+6502051.xml'.\n"
@@ -7522,9 +7522,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 434kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 753kB/s]\n",
       "SHA256 hash of downloaded file: 2eb22534ae2c2f92346c60b17ed10379d1909afa773a236e84dde737d8039441\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16130315%2B6502051&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16130315+6502051.xml'.\n"
      ]
     },
     {
@@ -7538,8 +7539,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J16130315%2B6502051&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J16130315+6502051.xml'.\n",
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.19MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 2.15MB/s]\n",
       "SHA256 hash of downloaded file: 1547c0ef791abceb0466990a0e1e51e205ca427b59689b157ee41ee55481509b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0717163%2B570543' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07171626+5705430.xml'.\n"
@@ -7556,7 +7556,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 626kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.26MB/s]\n",
       "SHA256 hash of downloaded file: 0999ee7826440e90dade0bbe799210cb6169f62bb16c0b9722dba3c4a0dc2d5e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0717163%2B570543&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0717163+570543.xml'.\n"
@@ -7573,7 +7573,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.67MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 9.74MB/s]\n",
       "SHA256 hash of downloaded file: c00600b4560bad992f5985eb5c602898ed0debf1e4f47d8715249e1dc0f6c0a2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J073922.26%2B661503.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J07392203+6615039.xml'.\n"
@@ -7590,7 +7590,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 497kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 622kB/s]\n",
       "SHA256 hash of downloaded file: 06825cc23f7272c97e4f08e774e135031eba02510d886d409816f0347254d078\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J073922.26%2B661503.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J073922.26+661503.5.xml'.\n"
@@ -7607,7 +7607,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.60k/6.60k [00:00<00:00, 3.91MB/s]\n",
+      "100%|█████████████████████████████████████| 6.60k/6.60k [00:00<00:00, 5.35MB/s]\n",
       "SHA256 hash of downloaded file: 3955608435e120e5891dfa368a6e3163a5b85a4cf84a58c4c526f3b86ae11cb4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17220990-1158127AB' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17220990-1158127.xml'.\n"
@@ -7624,7 +7624,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 622kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 482kB/s]\n",
       "SHA256 hash of downloaded file: 0d7d902dadb826a19bf1988d926123fb5fbb5c9901f8b8f365ec376beef73a74\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17220990-1158127AB&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17220990-1158127AB.xml'.\n"
@@ -7641,7 +7641,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 3.64MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 3.46MB/s]\n",
       "SHA256 hash of downloaded file: 49555558ec1d54336eb85c9892b5f6a50860b96c0da5da872be35fe3e92a3f46\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0652307%2B471034' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J06523073+4710348.xml'.\n"
@@ -7658,7 +7658,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 525kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 598kB/s]\n",
       "SHA256 hash of downloaded file: 8db4049421c39fdf7c0f0d69b4c690ddfbf40e849312e3a411f685abae324bf2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0652307%2B471034&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0652307+471034.xml'.\n"
@@ -7675,7 +7675,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.58MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.04MB/s]\n",
       "SHA256 hash of downloaded file: 4fedbdffe01e2eb5af6729b0e7baea30fb5cee5268202aa0c36c352d8ef502ef\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17252029-0024508' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17252029-0024508.xml'.\n"
@@ -7692,7 +7692,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 607kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 579kB/s]\n",
       "SHA256 hash of downloaded file: 332b5ce6dd68367af28be4299211618dbb7e29da88792fca8454d48f27a6efcc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17252029-0024508&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17252029-0024508.xml'.\n"
@@ -7709,7 +7709,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 5.32MB/s]\n",
+      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 4.20MB/s]\n",
       "SHA256 hash of downloaded file: 6c0c0755b0fc362a268a65821bdafbce2c156aa3edc87039cdbaf38da5206e9e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17264629-1158036' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17264629-1158036.xml'.\n"
@@ -7726,7 +7726,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 696kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 474kB/s]\n",
       "SHA256 hash of downloaded file: 9be230e7ee51434bd7627805dc8aac16121c5b551411b98d2bb94215beeb44f9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17264629-1158036&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17264629-1158036.xml'.\n"
@@ -7743,7 +7743,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 5.59MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 7.29MB/s]\n",
       "SHA256 hash of downloaded file: f16c941b675003deaf5fd165769f6616f0ce85436d384b7339edd88c63989c21\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J165329.69%2B623136.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J16532970+6231364.xml'.\n"
@@ -7760,7 +7760,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 538kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.02MB/s]\n",
       "SHA256 hash of downloaded file: 8c72b45d0ca32a745ebf6e4a0730282f759cf3cffecee037b133df64e44deefa\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J165329.69%2B623136.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J165329.69+623136.5.xml'.\n"
@@ -7777,7 +7777,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.80MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.52MB/s]\n",
       "SHA256 hash of downloaded file: aa4f618933b75183b35e6dd8bad653075deefc1fd12b77d43e5fc27eb2aaf91b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17330480%2B0041270' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17330480+0041270.xml'.\n"
@@ -7794,7 +7794,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 392kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 583kB/s]\n",
       "SHA256 hash of downloaded file: 2eb2188a5e5dee0cd4abc8c823225bc94c639d765479c2b8712b11e1752f4bf7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17330480%2B0041270&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17330480+0041270.xml'.\n"
@@ -7811,7 +7811,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 3.71MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 3.43MB/s]\n",
       "SHA256 hash of downloaded file: ab6bd6664729017135e2e4d8329da0d289b2f955ea845ef656bb1d954a8cdfee\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17331764%2B1529116' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17331764+1529116.xml'.\n"
@@ -7828,7 +7828,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 412kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 740kB/s]\n",
       "SHA256 hash of downloaded file: a184cb38d5179452e204e4f67a16631e3f4662b886d55f75afb6817974831169\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17331764%2B1529116&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17331764+1529116.xml'.\n"
@@ -7845,7 +7845,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 3.03MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.48MB/s]\n",
       "SHA256 hash of downloaded file: 0f344042bbdc707610d07b1594cc2406a958a5c64a08d899ad032649670b926e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17320014%2B2656228' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17320014+2656228.xml'.\n"
@@ -7862,7 +7862,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 634kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 984kB/s]\n",
       "SHA256 hash of downloaded file: 07f5a674b0942a9c4a9e6e7b6bdfebc50cc7bafd82f9525c9ffa170a0fb96811\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17320014%2B2656228&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17320014+2656228.xml'.\n"
@@ -7879,7 +7879,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 3.76MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 6.20MB/s]\n",
       "SHA256 hash of downloaded file: dfec96d91e8bea24ba35c72a05a71b7c9b396233b953fc1699c3d93c9ca742ce\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17343053-1151388' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17343053-1151388.xml'.\n"
@@ -7896,7 +7896,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 501kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 526kB/s]\n",
       "SHA256 hash of downloaded file: a5ece50985545f33719d250e88fa945abbc4670b1e5525d5a703903d6125c542\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17343053-1151388&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17343053-1151388.xml'.\n"
@@ -7913,7 +7913,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.19MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 6.30MB/s]\n",
       "SHA256 hash of downloaded file: 71533a342d9cca63329b7e48fbc86fc777655495d8b85e84559af1611487a09e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J1728114%2B394859' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17281150+3948593.xml'.\n"
@@ -7930,7 +7930,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.06k/1.06k [00:00<00:00, 636kB/s]\n",
+      "100%|██████████████████████████████████████| 1.06k/1.06k [00:00<00:00, 557kB/s]\n",
       "SHA256 hash of downloaded file: a3fe829dcd28b10c28d0a17d6aa1bafdfd4472009202470f75934e9f53c5d20a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J1728114%2B394859&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J1728114+394859.xml'.\n"
@@ -7947,7 +7947,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.60k/7.60k [00:00<00:00, 4.81MB/s]\n",
+      "100%|█████████████████████████████████████| 7.60k/7.60k [00:00<00:00, 3.79MB/s]\n",
       "SHA256 hash of downloaded file: b8a6ba2b82d696d5317d77fe18f1f659f76460ed1282e2df4cf11e2a34233b3e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17364839%2B0220426' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17364839+0220426.xml'.\n"
@@ -7964,7 +7964,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 383kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 607kB/s]\n",
       "SHA256 hash of downloaded file: 40371b9996401d3973cf2f8eec5e9db8fcc17bf74b8747c39e4619648d4c0a19\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17364839%2B0220426&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17364839+0220426.xml'.\n"
@@ -7981,7 +7981,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 5.32MB/s]\n",
+      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.12MB/s]\n",
       "SHA256 hash of downloaded file: 13a9ec4b752bbc56c4143a50cebdbe6ae40492976dcd5cd34023510079a6792f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LP+508-14' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17361766+1346225.xml'.\n"
@@ -7998,7 +7998,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 309kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 434kB/s]\n",
       "SHA256 hash of downloaded file: a30b828bdc5cc360823d6f2b0830e5a26ed2f4f320f10cbd0e08d050036db11f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LP+508-14&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LP 508-14.xml'.\n"
@@ -8015,7 +8015,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.37k/7.37k [00:00<00:00, 4.76MB/s]\n",
+      "100%|█████████████████████████████████████| 7.37k/7.37k [00:00<00:00, 4.49MB/s]\n",
       "SHA256 hash of downloaded file: 9432313a796a8aa4d165d5002ed57d8d5563cec6c859ff3061047e42251fbfb9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J065405.63%2B652805.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J06540564+6528051.xml'.\n"
@@ -8032,7 +8032,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 497kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 614kB/s]\n",
       "SHA256 hash of downloaded file: 2c3e0691ccd85a2f901ebc1d639c579def8ae653611a0268258394fc32957e21\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J065405.63%2B652805.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J065405.63+652805.4.xml'.\n"
@@ -8049,7 +8049,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.39MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.42MB/s]\n",
       "SHA256 hash of downloaded file: 6e1a1ae912d5e72176eb3251c3baee5f499d1d0ec0e158161fdcdc6f3549b20f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17392515%2B2454421' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17392515+2454421.xml'.\n"
@@ -8066,7 +8066,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 519kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 688kB/s]\n",
       "SHA256 hash of downloaded file: fed666226a8a205607ea81ae72a5da54a838de95140e381dcaffb4a85a55af9f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17392515%2B2454421&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17392515+2454421.xml'.\n"
@@ -8083,7 +8083,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.11MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 5.90MB/s]\n",
       "SHA256 hash of downloaded file: 4f78f69985ac307f77a41fef76e9c7c203bae3e3e049fd0c46456947a759c8a3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J06244595-4521548' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J06244595-4521548.xml'.\n"
@@ -8100,7 +8100,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 708kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 2.49MB/s]\n",
       "SHA256 hash of downloaded file: d260ab7de12db95ad011e34679d9c626c24bf9464c0b32fae3fa7a8b100d0e55\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J06244595-4521548&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J06244595-4521548.xml'.\n"
@@ -8117,7 +8117,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.85MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 7.19MB/s]\n",
       "SHA256 hash of downloaded file: b3714081e325f9c8fbd30e6a551c89d78fe867295761b21dfd47833b4ebfc5b5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J173101.41%2B531047.9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17310140+5310476.xml'.\n"
@@ -8134,7 +8134,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 491kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 822kB/s]\n",
       "SHA256 hash of downloaded file: 527df31879b1bcbbd98fe0d7b7d0e8867b5a3ec5d793df79cc209bbac5ef8ee5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J173101.41%2B531047.9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J173101.41+531047.9.xml'.\n"
@@ -8151,7 +8151,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.83k/6.83k [00:00<00:00, 4.60MB/s]\n",
+      "100%|█████████████████████████████████████| 6.83k/6.83k [00:00<00:00, 7.33MB/s]\n",
       "SHA256 hash of downloaded file: 129e92edb8f5549d27e6251279b46631f50b08ae2a12dfd3ae0b78cfdc9182eb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=CXOGC+J174516.1-290315' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17451618-2903156.xml'.\n"
@@ -8168,7 +8168,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 518kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 819kB/s]\n",
       "SHA256 hash of downloaded file: 5f168c542d5f76ded7726f18b4d440707668133132cf559a3d5d4617f9688fd3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=CXOGC+J174516.1-290315&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_CXOGC J174516.1-290315.xml'.\n"
@@ -8185,7 +8185,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.29MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 6.18MB/s]\n",
       "SHA256 hash of downloaded file: a26a520e6690c2c4ed1295ffc2fae900b3f24b1bd96935a0d9a7aa070ac3b6b9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17502484-0016151' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17502484-0016151.xml'.\n"
@@ -8202,7 +8202,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 602kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 992kB/s]\n",
       "SHA256 hash of downloaded file: 94ce7a16e50fd9af585956c49da84b8e1572602fef1b24f3e939d12c26f6e41e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17502484-0016151&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17502484-0016151.xml'.\n"
@@ -8219,7 +8219,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 5.54MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 6.68MB/s]\n",
       "SHA256 hash of downloaded file: 0db8e3035925e32408efbe954ebc06e41275f599d5a2c053cac4a00d2cf87b95\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J175032.96%2B175903.9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17503293+1759042.xml'.\n"
@@ -8236,7 +8236,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 526kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 908kB/s]\n",
       "SHA256 hash of downloaded file: d50b596b565435273056e82186f2f4a405031e6f3dd6f6027d853d94f3c81c52\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J175032.96%2B175903.9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J175032.96+175903.9.xml'.\n"
@@ -8253,7 +8253,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.59k/7.59k [00:00<00:00, 4.76MB/s]\n",
+      "100%|█████████████████████████████████████| 7.59k/7.59k [00:00<00:00, 6.42MB/s]\n",
       "SHA256 hash of downloaded file: 800708d773caa41c94282b79c340d20e137d2d9ca5bd3db686f1129fdf8c46ac\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17461199%2B5034036' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17461199+5034036.xml'.\n"
@@ -8270,7 +8270,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 703kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 989kB/s]\n",
       "SHA256 hash of downloaded file: ef2843169fb048ca2fca7c578950c8ef5881422b24845190ee4f8c44fcd1187e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17461199%2B5034036&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17461199+5034036.xml'.\n"
@@ -8287,7 +8287,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.51MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 7.65MB/s]\n",
       "SHA256 hash of downloaded file: 21db12bb21d50b45d472ba8d6756d3d495a62d72265e154379008209bf865589\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LHS+217' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J06211484+6558164.xml'.\n"
@@ -8304,7 +8304,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 1.92MB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 792kB/s]\n",
       "SHA256 hash of downloaded file: 595a821e35081bbc0b04153c6a97906a28eca2da65a102b648c668be8da808e3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LHS+217&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LHS 217.xml'.\n"
@@ -8321,7 +8321,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 20.1MB/s]\n",
+      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 6.09MB/s]\n",
       "SHA256 hash of downloaded file: 21afa27a89bce4055928569b167298f8562c77ac9c26fcb4cd7af174d1e55e57\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J175024.01%2B422237.8' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17502385+4222373.xml'.\n"
@@ -8338,7 +8338,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.28MB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 953kB/s]\n",
       "SHA256 hash of downloaded file: e4db6a9490db89f913264ad29a1940d205c36e581dbbca46ee762c19abcba197\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J175024.01%2B422237.8&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J175024.01+422237.8.xml'.\n"
@@ -8355,7 +8355,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 4.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 2.44MB/s]\n",
       "SHA256 hash of downloaded file: da953b28746f62837b883d35db067526b21baf87e6cd146e7c483edad1201f01\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J1754544%2B164920' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17545447+1649196.xml'.\n"
@@ -8389,7 +8389,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 5.83MB/s]\n",
+      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 7.29MB/s]\n",
       "SHA256 hash of downloaded file: b19982f04c24791ecb3719bf1b4a823b21110301da90883bc264213d0d0365e3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J17561080%2B2815238' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17561080+2815238.xml'.\n"
@@ -8406,7 +8406,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 523kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.14MB/s]\n",
       "SHA256 hash of downloaded file: 16f535ae6a5d08191d7d42c757aa76e6a492cd389254240e168958f57c74d976\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J17561080%2B2815238&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J17561080+2815238.xml'.\n"
@@ -8423,7 +8423,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 3.57MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 7.99MB/s]\n",
       "SHA256 hash of downloaded file: e416022fda6eb99694c4b2a750605fac591685e5f4860701271033540b81a1e5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J06020638%2B4043588' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J06020638+4043588.xml'.\n"
@@ -8440,7 +8440,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 506kB/s]\n",
+      "100%|█████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 1.58MB/s]\n",
       "SHA256 hash of downloaded file: 5790f66c8bb40e7119f8288a78160307829de1679929c85401e8132a1769e01d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J06020638%2B4043588&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J06020638+4043588.xml'.\n"
@@ -8457,7 +8457,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 4.54MB/s]\n",
+      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 9.67MB/s]\n",
       "SHA256 hash of downloaded file: 87f3c8d96efa2f96be5abcd5835e06cdcfbf742eb85add81a9870f5cf883602c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J175805.46%2B463311.9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J17580545+4633099.xml'.\n"
@@ -8474,7 +8474,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 562kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 883kB/s]\n",
       "SHA256 hash of downloaded file: 830754322b7a607060f804e3dd0a950c523a4e34a8dca07376dfa3a3a2aefba1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J175805.46%2B463311.9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J175805.46+463311.9.xml'.\n"
@@ -8491,7 +8491,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 1.72MB/s]\n",
+      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 6.19MB/s]\n",
       "SHA256 hash of downloaded file: 16d3c03fc7d33fbfff7cc51787074aa601eeaafbb7ea4bcf007a06d51f518ea4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05591914-1404488' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05591914-1404488.xml'.\n"
@@ -8508,7 +8508,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 470kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 272kB/s]\n",
       "SHA256 hash of downloaded file: 4ffc5e17247c9fe03a00049047331d0ab5fc42ef22d0eb2d89282464817346f5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05591914-1404488&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05591914-1404488.xml'.\n"
@@ -8525,7 +8525,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.66k/7.66k [00:00<00:00, 4.24MB/s]\n",
+      "100%|█████████████████████████████████████| 7.66k/7.66k [00:00<00:00, 20.3MB/s]\n",
       "SHA256 hash of downloaded file: e1558d92521d63ee963709bc344a81f63c106ccc4cf004dffca0a2facc51e6a9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=APMPM+0559-2903' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05585891-2903267.xml'.\n"
@@ -8542,7 +8542,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 474kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 450kB/s]\n",
       "SHA256 hash of downloaded file: 8b6a1414a685fd923b98d37e02ab785b751bf1079dd76abe5441605ccd28f307\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=APMPM+0559-2903&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_APMPM 0559-2903.xml'.\n"
@@ -8559,7 +8559,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.45MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.86MB/s]\n",
       "SHA256 hash of downloaded file: 68c49784d3b88131ecac1c36c16ea2f53e654c02c0cdfcb9ee2a2580a07d936a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J1807159%2B501531' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18071593+5015316.xml'.\n"
@@ -8576,7 +8576,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 294kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 521kB/s]\n",
       "SHA256 hash of downloaded file: 2b3c539c50c2cc0b15cdc4608386aa3030c353deb3829f4c776b89ea05fd69e3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J1807159%2B501531&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J1807159+501531.xml'.\n"
@@ -8593,7 +8593,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.05MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.83MB/s]\n",
       "SHA256 hash of downloaded file: 888e8b2f0fedcd51548836cf164f5d4c667909cf6781eaf45bdbaeaf37f2eae0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18131803%2B5101246' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18131803+5101246.xml'.\n"
@@ -8610,7 +8610,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 367kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.49MB/s]\n",
       "SHA256 hash of downloaded file: b82d30b56fd7a4bac84e856a77852e4a0a057e7a63b3c925aedd3dd82f6ed73d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18131803%2B5101246&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18131803+5101246.xml'.\n"
@@ -8644,7 +8644,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 301kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.09MB/s]\n",
       "SHA256 hash of downloaded file: f9c56dcc09445856f71ec4beaf0b03629060b119a15e88ff02ed542276c52a7b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18112466%2B3748513&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18112466+3748513.xml'.\n"
@@ -8661,7 +8661,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.41MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 6.75MB/s]\n",
       "SHA256 hash of downloaded file: 89910ce5c655d94f51debe11e1a990372200efc2ab400aae149a3f43255a4723\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05314149%2B6856293' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05314149+6856293.xml'.\n"
@@ -8678,7 +8678,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 660kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 773kB/s]\n",
       "SHA256 hash of downloaded file: 98c60f779136ae2e7ce39b6a829ab4b2fb29c2ed99a851fd3147155a2cee0968\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05314149%2B6856293&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05314149+6856293.xml'.\n"
@@ -8695,7 +8695,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.07MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.48MB/s]\n",
       "SHA256 hash of downloaded file: 4aba03daf5a59a356cc3d99b519494d5479529ddf073638b05bbfb17c2e61a39\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05460407-0003228' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05460407-0003228.xml'.\n"
@@ -8712,7 +8712,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 551kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.12MB/s]\n",
       "SHA256 hash of downloaded file: 6df064934b3ee6436c423f9ef6d013c707999fb7f718c96a34472b86079e3f40\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05460407-0003228&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05460407-0003228.xml'.\n"
@@ -8729,7 +8729,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 6.39MB/s]\n",
       "SHA256 hash of downloaded file: f0a77ccbe27471dc684af578896e63ba24145302c0de592274b7aeee35bed12b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18283572-4849046' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18283572-4849046.xml'.\n"
@@ -8746,7 +8746,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 402kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 545kB/s]\n",
       "SHA256 hash of downloaded file: a6520702f5cca00274fe589902d9a4d9b2af492beb1ecebb4c77182f72e621a0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18283572-4849046&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18283572-4849046.xml'.\n"
@@ -8763,7 +8763,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 4.68MB/s]\n",
+      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 6.38MB/s]\n",
       "SHA256 hash of downloaded file: 76be49bd3510925fe011555aa42c8475cdaf152b0cee0760c65ae9c8a32cbca9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18212815%2B1414010' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18212815+1414010.xml'.\n"
@@ -8780,7 +8780,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 554kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 749kB/s]\n",
       "SHA256 hash of downloaded file: 2effee51c2b91e5ecf5d60c9a8135a0f1c7430a6030016f86a4a87a69ed44390\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18212815%2B1414010&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18212815+1414010.xml'.\n"
@@ -8797,7 +8797,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 6.09MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.36MB/s]\n",
       "SHA256 hash of downloaded file: 315013695e78c3554af91b9883c9825f08a796b87cee8874e327e616c1311760\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18244344%2B2937133' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18244344+2937133.xml'.\n"
@@ -8814,7 +8814,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 688kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 562kB/s]\n",
       "SHA256 hash of downloaded file: e09a4e3cada48b917d4dece07c3989259b0802f1eaa3fba4928142575bd665be\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18244344%2B2937133&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18244344+2937133.xml'.\n"
@@ -8831,7 +8831,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 4.31MB/s]\n",
+      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 4.72MB/s]\n",
       "SHA256 hash of downloaded file: c67341a615571285b0e9510e2d4f283db6a151b1b83894157c0d15880e21e4c9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05381018-0554261' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05381018-0554261.xml'.\n"
@@ -8848,7 +8848,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 331kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 594kB/s]\n",
       "SHA256 hash of downloaded file: 2314d41346d4f6062b5e2da9f43931ae482eb182d5cde1d1c9e2acf42616ae54\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05381018-0554261&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05381018-0554261.xml'.\n"
@@ -8865,7 +8865,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.66MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.17MB/s]\n",
       "SHA256 hash of downloaded file: d0c4b2c8e983f4ad16462cd27179191874d94297e4c2d16b7227dbc86684120b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LSR+1826%2B3014' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18261131+3014201.xml'.\n"
@@ -8882,7 +8882,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 523kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 568kB/s]\n",
       "SHA256 hash of downloaded file: 2e8cf31468509f519543b36922798a50f776746e0946fdb15a161ecc261cadb7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LSR+1826%2B3014&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LSR 1826+3014.xml'.\n"
@@ -8899,7 +8899,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 4.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 4.39MB/s]\n",
       "SHA256 hash of downloaded file: 14dcc16013f1ee78a08dec1c0f32b4edea5f2970b716f4975c2b543a91da4d1e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05363776%2B1000232' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05363776+1000232.xml'.\n"
@@ -8916,9 +8916,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.17MB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 538kB/s]\n",
       "SHA256 hash of downloaded file: 55a2d622f62ac8e9b15503b3b92cdc191a4c3d084902492f0eee3437a95b631c\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05363776%2B1000232&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05363776+1000232.xml'.\n"
      ]
     },
     {
@@ -8932,10 +8933,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05363776%2B1000232&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05363776+1000232.xml'.\n",
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 8.11MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 3.69MB/s]\n",
       "SHA256 hash of downloaded file: 3c31f9ed7a7ab699a1e7b42b0105c6b3cdcd29c8fb71d318822aee120817ac0a\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05363713-0328492' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05363713-0328492.xml'.\n"
      ]
     },
     {
@@ -8949,8 +8950,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05363713-0328492' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05363713-0328492.xml'.\n",
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 530kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 524kB/s]\n",
       "SHA256 hash of downloaded file: 307080d0998b98adfd5cb9c336f7d48d01c88a5dba95a87c5430fae0c2224f10\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05363713-0328492&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05363713-0328492.xml'.\n"
@@ -8967,7 +8967,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 3.69MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.41MB/s]\n",
       "SHA256 hash of downloaded file: c010a56b13a306aeb70c5265f443c61396fa0a5595ba58a00c316cbe6c6d7ca5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05341594-0631397' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05341594-0631397.xml'.\n"
@@ -8984,7 +8984,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 519kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 799kB/s]\n",
       "SHA256 hash of downloaded file: dd051cb65e81225bfc2304695f8b93681e6c57edc9aec7a54374b96963999037\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05341594-0631397&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05341594-0631397.xml'.\n"
@@ -9001,7 +9001,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.38MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 6.13MB/s]\n",
       "SHA256 hash of downloaded file: 7453aedff75e4dd98c30d8c4e825f1f3d27de21b1f51efe70b570625ef848b81\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18282794%2B1453337' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18282794+1453337.xml'.\n"
@@ -9018,7 +9018,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 567kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 439kB/s]\n",
       "SHA256 hash of downloaded file: fc7bddd4ffbd38a987ebf2b730b55230773420aa650b89b90fb1a6b0eabc2aef\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18282794%2B1453337&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18282794+1453337.xml'.\n"
@@ -9035,7 +9035,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.51MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.07MB/s]\n",
       "SHA256 hash of downloaded file: 96794f7732d7e64845170753acd54913f48b85df3f1ceef6aba88937e5206841\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18284076%2B1229207' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18284076+1229207.xml'.\n"
@@ -9052,7 +9052,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 436kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 565kB/s]\n",
       "SHA256 hash of downloaded file: 58c9b92808ccd1a14fbc03882a0edc0104ef52c4b085d6ccfd588845089bd29a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18284076%2B1229207&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18284076+1229207.xml'.\n"
@@ -9069,7 +9069,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 5.34MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.34MB/s]\n",
       "SHA256 hash of downloaded file: 8318e6891507f6962ddf107dbad47ac62d2e649bc38ace1402936a4084e02a7e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18355309-3217129' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18355309-3217129.xml'.\n"
@@ -9086,7 +9086,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 410kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 412kB/s]\n",
       "SHA256 hash of downloaded file: 230bae12c6014d5586f35d6760c23dc2ffefe95f7471435d02923358b048a823\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18355309-3217129&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18355309-3217129.xml'.\n"
@@ -9103,7 +9103,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.93MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.99MB/s]\n",
       "SHA256 hash of downloaded file: 0d05b789b243f722ea56da555ac2293c72f68b6f70148d23b5244fbc67775023\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18411320-4000124' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18411320-4000124.xml'.\n"
@@ -9120,7 +9120,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 549kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 710kB/s]\n",
       "SHA256 hash of downloaded file: 13e6d56822be17ddd067169a93c039de5c39fdeba88ca5826e31c1a837458363\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18411320-4000124&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18411320-4000124.xml'.\n"
@@ -9137,7 +9137,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 3.97MB/s]\n",
+      "100%|██████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 413kB/s]\n",
       "SHA256 hash of downloaded file: 73dadf7328f79ac64440da4b2eebd8afe24e5063536512adc39ed4f1bfdb23a3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05185995-2828372' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05185995-2828372.xml'.\n"
@@ -9154,7 +9154,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 878kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 480kB/s]\n",
       "SHA256 hash of downloaded file: 49414e7b893761402b5c1ed2d3408ed29cbe7a164cfb8d27f99f1ab9a2719c26\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05185995-2828372&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05185995-2828372.xml'.\n"
@@ -9171,7 +9171,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 6.94MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.61MB/s]\n",
       "SHA256 hash of downloaded file: 180e3614d84cd59ec85eac28299092d5d07d1df11a8aaeb55e12aa00ad09b47b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05161597-3332046' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05161597-3332046.xml'.\n"
@@ -9188,7 +9188,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 486kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 409kB/s]\n",
       "SHA256 hash of downloaded file: d8524fc6753191d8f468f63535e71eed71b70ccf0c606a3b6f99c97d2a3b5c61\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05161597-3332046&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05161597-3332046.xml'.\n"
@@ -9205,7 +9205,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.63MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 1.24MB/s]\n",
       "SHA256 hash of downloaded file: 4ec48b4abbd92d29b6511f16bae200e33f1729ddc78df061fd9eebaf3dd7e155\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J19415458%2B6826021' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J19415458+6826021.xml'.\n"
@@ -9222,7 +9222,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 341kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 543kB/s]\n",
       "SHA256 hash of downloaded file: ac3776a151cede57481318f637a5e00f823f600293670fd2fc99560956ea8587\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J19415458%2B6826021&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J19415458+6826021.xml'.\n"
@@ -9239,7 +9239,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 6.53MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 2.99MB/s]\n",
       "SHA256 hash of downloaded file: 721a2f91ac3566b0dc929cfe41bc3bc5e44134b2cf2091e2c2519444d646537c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05103520-4208140' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05103520-4208140.xml'.\n"
@@ -9256,7 +9256,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 728kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: f90d05ceb063fc06a7b41e972411aeb0a933a6b53aa9b6bc1b7f9b2facc9982d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05103520-4208140&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05103520-4208140.xml'.\n"
@@ -9273,7 +9273,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.75k/7.75k [00:00<00:00, 7.81MB/s]\n",
+      "100%|█████████████████████████████████████| 7.75k/7.75k [00:00<00:00, 3.72MB/s]\n",
       "SHA256 hash of downloaded file: 633a98d1da1ef5f1dd0046c0e53634b1ba15ccfd9888c593ac64092531a6cb08\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J18530004-4133275' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J18530004-4133275.xml'.\n"
@@ -9290,7 +9290,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 464kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 512kB/s]\n",
       "SHA256 hash of downloaded file: b6f324bfddb8362f77b001c2d922d634b022395d503c86a9134c0b945c688a56\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J18530004-4133275&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J18530004-4133275.xml'.\n"
@@ -9307,7 +9307,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.03MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 3.60MB/s]\n",
       "SHA256 hash of downloaded file: 707fd4f94f7696b1653a538548c56e897679fc544c830c7de3ce8c57118b242c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J19010601%2B4718136' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J19010601+4718136.xml'.\n"
@@ -9324,7 +9324,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 354kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 648kB/s]\n",
       "SHA256 hash of downloaded file: be5802114504ea7e0ca7e000861e9e2916636508297fdf4885a5c5f6876ea15d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J19010601%2B4718136&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J19010601+4718136.xml'.\n"
@@ -9341,7 +9341,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 4.61MB/s]\n",
+      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 7.42MB/s]\n",
       "SHA256 hash of downloaded file: 94a31c2e96be7beb369daa01fd29567b8f4fb209977f9f6573acc2d9a880a9e8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J05160945-0445499' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J05160945-0445499.xml'.\n"
@@ -9358,7 +9358,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 538kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 665kB/s]\n",
       "SHA256 hash of downloaded file: 253636bf5a850e465d62867b85f0aa0691c56331226985d769bea2178450906e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J05160945-0445499&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J05160945-0445499.xml'.\n"
@@ -9375,7 +9375,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 5.37MB/s]\n",
+      "100%|█████████████████████████████████████| 7.69k/7.69k [00:00<00:00, 9.40MB/s]\n",
       "SHA256 hash of downloaded file: 35f18433cef5528a76f972c4b3f874d079c84af0a9c3951d6e16cab2ad2f4e49\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J20283175%2B6925116' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20283175+6925116.xml'.\n"
@@ -9392,7 +9392,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 505kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 65.3kB/s]\n",
       "SHA256 hash of downloaded file: 6dfb32246ffb33f01e6b0a7443a61295f9008dfe7c18f5724dc85a24257cf402\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J20283175%2B6925116&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J20283175+6925116.xml'.\n"
@@ -9409,7 +9409,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 3.67MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 9.73MB/s]\n",
       "SHA256 hash of downloaded file: 4c2c1f8d04a789e9ce1e8ea10f33c76a94d3fe6e717d8e137c590846ee243734\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J19495702%2B6222440' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J19495702+6222440.xml'.\n"
@@ -9426,7 +9426,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 514kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 739kB/s]\n",
       "SHA256 hash of downloaded file: d7231a1f745a71979213d3598f8c81cc7848e20136282a82389aab517e8dfbcb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J19495702%2B6222440&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J19495702+6222440.xml'.\n"
@@ -9443,7 +9443,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.59k/7.59k [00:00<00:00, 5.08MB/s]\n",
+      "100%|█████████████████████████████████████| 7.59k/7.59k [00:00<00:00, 7.07MB/s]\n",
       "SHA256 hash of downloaded file: 6444d04411c29ffc4d59414847d53e7bb73e14714e3c0ad5831f6e7bb9dbb99c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04574903%2B3015195' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04574903+3015195.xml'.\n"
@@ -9460,7 +9460,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 480kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 854kB/s]\n",
       "SHA256 hash of downloaded file: 722e0b0a3d2b0d0c3c74bcd23f1d265c57665782ed47e51379440581205ce621\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04574903%2B3015195&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04574903+3015195.xml'.\n"
@@ -9477,7 +9477,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.18MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 7.97MB/s]\n",
       "SHA256 hash of downloaded file: e784db79aefd9150cc45008c1250da59950c430fb89b0ecacead20a2c75da70e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J20342948%2B6727398' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20342948+6727398.xml'.\n"
@@ -9494,7 +9494,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 513kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.32MB/s]\n",
       "SHA256 hash of downloaded file: aa9430657a4c890e52375a8433075cefdb6843cc81c345921cc9062bc333f43c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J20342948%2B6727398&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J20342948+6727398.xml'.\n"
@@ -9511,7 +9511,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 4.36MB/s]\n",
+      "100%|█████████████████████████████████████| 7.61k/7.61k [00:00<00:00, 6.28MB/s]\n",
       "SHA256 hash of downloaded file: db7486fd193fa0e515d9d2eb360eb7e895bba91a4199e7e9e67a4a022d619627\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J19163888-3700026' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J19163888-3700026.xml'.\n"
@@ -9528,7 +9528,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 527kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 881kB/s]\n",
       "SHA256 hash of downloaded file: 940d4c8968cb1f56e71737e8b93dc50e3bbb4ff1a87a944b6666227b16ac8be8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J19163888-3700026&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J19163888-3700026.xml'.\n"
@@ -9545,7 +9545,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.98MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 7.64MB/s]\n",
       "SHA256 hash of downloaded file: c95175424f5247757f329bd6951d9758e6875b3faeb4c7de3cc2cba643fe4272\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LEHPM+2-59' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04520994-2245084.xml'.\n"
@@ -9562,7 +9562,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 544kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 464kB/s]\n",
       "SHA256 hash of downloaded file: 8371332ef7731a449e64404708e7b17fa8191b3707b9b674a7e6239f2fe40613\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LEHPM+2-59&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LEHPM 2-59.xml'.\n"
@@ -9579,7 +9579,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.28MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.85MB/s]\n",
       "SHA256 hash of downloaded file: 208d0165fc4bdfad93aa81aebf6092c8b8d09347a081256d6d1df8888ce51bfa\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J19285196-4356256' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J19285196-4356256.xml'.\n"
@@ -9596,7 +9596,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 660kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 459kB/s]\n",
       "SHA256 hash of downloaded file: 2c2256050ea61844e5e94bf53081f37aa427ee5e95ca9c73fc634140cc0133d8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J19285196-4356256&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J19285196-4356256.xml'.\n"
@@ -9613,7 +9613,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.75MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.25MB/s]\n",
       "SHA256 hash of downloaded file: 5a998d02abee84b4228eaa3af869a3f6699199b1459c392788807f83f38e3085\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04442713%2B2512164' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04442713+2512164.xml'.\n"
@@ -9630,7 +9630,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 231kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 803kB/s]\n",
       "SHA256 hash of downloaded file: 1fc79aed3213c62db0542097377da292adcd3b893a6928b1d34c2ccdc4396883\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04442713%2B2512164&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04442713+2512164.xml'.\n"
@@ -9647,7 +9647,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 6.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 3.32MB/s]\n",
       "SHA256 hash of downloaded file: 1632707131d9c3298e67d9606bc71da5634f6fddd8b64eafe16b0465efc50e85\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04470652-1946392' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04470652-1946392.xml'.\n"
@@ -9664,7 +9664,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 740kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.18MB/s]\n",
       "SHA256 hash of downloaded file: 943c4ab719bb438e04d56da155c0ecc16888d135c6e68b18a443858537b04f28\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04470652-1946392&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04470652-1946392.xml'.\n"
@@ -9681,7 +9681,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.91MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 3.74MB/s]\n",
       "SHA256 hash of downloaded file: 4bca1e0193b9a3eb87708466f4d5ec2bace7da2a20019d75a9e297f4dafe0637\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04414825%2B2534304' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04414825+2534304.xml'.\n"
@@ -9698,7 +9698,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 960kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 416kB/s]\n",
       "SHA256 hash of downloaded file: 953105cf3b5e9d0495276b9c4eff06be70de0b3d8d403c4f5f774eb70c098d05\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04414825%2B2534304&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04414825+2534304.xml'.\n"
@@ -9715,7 +9715,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 4.75MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 2.75MB/s]\n",
       "SHA256 hash of downloaded file: 0f11db0f7b8cb9dd9bf064f8f92924b0b529f19b934be4d87c3476e145b22f5c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04480182-0557254' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04480182-0557254.xml'.\n"
@@ -9732,7 +9732,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 964kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 772kB/s]\n",
       "SHA256 hash of downloaded file: c48d03d6f567d76183d12a519e0262f1c47847d51c415732ec6e5beae40c68c5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04480182-0557254&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04480182-0557254.xml'.\n"
@@ -9749,7 +9749,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 6.02MB/s]\n",
+      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 1.58MB/s]\n",
       "SHA256 hash of downloaded file: 0fa7f8fbdb924f7cdf2cab0ded618cfd828b5180a85de5bcec1f733fee034eb8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=CFHT+4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04394748+2601407.xml'.\n"
@@ -9766,7 +9766,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 481kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 526kB/s]\n",
       "SHA256 hash of downloaded file: d6128ae8b104ab519e432dccb9e07b80c1c476563672e00b0d953057af2944d2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=CFHT+4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_CFHT 4.xml'.\n"
@@ -9783,7 +9783,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 5.17MB/s]\n",
+      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 5.19MB/s]\n",
       "SHA256 hash of downloaded file: ad40c3734b79b0784b796cecd6bda2a80983a1a12797a58440bdbabe3972d02d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=CFHT+6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04390396+2544264.xml'.\n"
@@ -9800,7 +9800,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 415kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 498kB/s]\n",
       "SHA256 hash of downloaded file: 1250ba62a3baaf3769820e87ffbbfb4816842c52f54a7251f7700dd276514f1c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=CFHT+6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_CFHT 6.xml'.\n"
@@ -9817,7 +9817,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.54MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 2.83MB/s]\n",
       "SHA256 hash of downloaded file: 00989380721ed2a372e3c1e707d5deb91575c400069c86d1db944d805fd4219e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21210987%2B6557255' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21210987+6557255.xml'.\n"
@@ -9834,7 +9834,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 531kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.06MB/s]\n",
       "SHA256 hash of downloaded file: 460b550df122e7e69a970c3c8b7e0359ce878d5eb14b6606610e89237d11ae44\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21210987%2B6557255&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21210987+6557255.xml'.\n"
@@ -9851,7 +9851,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.16MB/s]\n",
       "SHA256 hash of downloaded file: 35e3f30d5f108d3379002e1396d858f8ebde01ff70cd06cc3c31a1bbe8f7a791\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04382218%2B2553503' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04382218+2553503.xml'.\n"
@@ -9868,7 +9868,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 253kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 510kB/s]\n",
       "SHA256 hash of downloaded file: bf751638b55b0fd9b1e6f74ec3a4cfadb55e4d38933e03e18cf8a7e0b11b8931\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04382218%2B2553503&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04382218+2553503.xml'.\n"
@@ -9885,7 +9885,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.52MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.37MB/s]\n",
       "SHA256 hash of downloaded file: 6b4f6e6b5e7629c1ba8cae324318f7e9ad83e771239bb3d2307ee65095da4a62\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=ITG+2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04380083+2558572.xml'.\n"
@@ -9902,7 +9902,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 632kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 530kB/s]\n",
       "SHA256 hash of downloaded file: 2746b0d17a0e8adbf26c745f133f80029c105d4b9fd12437bb0de32140a22e7a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=ITG+2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_ITG 2.xml'.\n"
@@ -9919,7 +9919,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.36k/7.36k [00:00<00:00, 4.83MB/s]\n",
+      "100%|█████████████████████████████████████| 7.36k/7.36k [00:00<00:00, 4.75MB/s]\n",
       "SHA256 hash of downloaded file: 1a6e2cc23b24912942e34996aefea89334bd09d29de1f0e6d91f7b41c0d1e792\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0439010-235308' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04390101-2353083.xml'.\n"
@@ -9936,7 +9936,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 394kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 716kB/s]\n",
       "SHA256 hash of downloaded file: ff41c558b011bf75f5d49f5cbbd6a40debdc7c1b980caddeb9f971d28b49b9df\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0439010-235308&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0439010-235308.xml'.\n"
@@ -9953,7 +9953,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.63MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 3.60MB/s]\n",
       "SHA256 hash of downloaded file: 20c7ce369dd77003892c0edfb0f3789d0ec3fe4e193411b326b14bf07df69f9d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J22114470%2B6856262' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22114470+6856262.xml'.\n"
@@ -9970,7 +9970,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 444kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 735kB/s]\n",
       "SHA256 hash of downloaded file: a57b2ee871f32d8704c0f419ce025d6584cbb6156ba73ffa30caaa5c28ec783d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J22114470%2B6856262&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J22114470+6856262.xml'.\n"
@@ -9987,7 +9987,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 6.94MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 3.07MB/s]\n",
       "SHA256 hash of downloaded file: 293ca9b7907de08a7a9ab245f8bf4ced6377ef9df17de1fef9ecf83624068560\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=CFHT+3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04363893+2258119.xml'.\n"
@@ -10004,7 +10004,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 626kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 690kB/s]\n",
       "SHA256 hash of downloaded file: 0414ff68f7acfefa7dbb9d8b9556abfe9bfd98c3b7efcd298ffdece6ee55a4de\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=CFHT+3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_CFHT 3.xml'.\n"
@@ -10021,7 +10021,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 5.13MB/s]\n",
+      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 4.50MB/s]\n",
       "SHA256 hash of downloaded file: 598781d1bed12a56f12b40522b5a2216090a8a8ca638f07f3d047e47f966bd04\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=VB+10' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J19165762+0509021.xml'.\n"
@@ -10038,7 +10038,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 204kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 784kB/s]\n",
       "SHA256 hash of downloaded file: ce10f17834d37b00e3fcc38978476193189abd49bc1828d94f28ef77f314d62b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=VB+10&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_VB 10.xml'.\n"
@@ -10055,7 +10055,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.85MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 6.65MB/s]\n",
       "SHA256 hash of downloaded file: e2a3c16498d8f3db7300ac07e91ee22fa9aca89644b2b0d6a95ac80167608e11\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=KPNO+9' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04355143+2249119.xml'.\n"
@@ -10072,7 +10072,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 399kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 599kB/s]\n",
       "SHA256 hash of downloaded file: 097a6e86ef509b7e4dead5745736b1373b877fa185dbf550e18e884de2d8bb4f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+9&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 9.xml'.\n"
@@ -10089,7 +10089,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.73MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 3.28MB/s]\n",
       "SHA256 hash of downloaded file: 63600df7be3f9718f24c9dcb4c20ecef5ce74d6bbae6c11bbb6deda9fb0f4c47\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=V+1451+Aql' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J19202469-1033373.xml'.\n"
@@ -10106,7 +10106,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 482kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 576kB/s]\n",
       "SHA256 hash of downloaded file: 9165efcf7823813973bf073dc81038ce86c6560d7c1b7d3203307ec661022bc5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=V+1451+Aql&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_V 1451 Aql.xml'.\n"
@@ -10123,7 +10123,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 2.61MB/s]\n",
+      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 4.90MB/s]\n",
       "SHA256 hash of downloaded file: 59666091824331790c905143e5a6a3c37d04cdbaf9521e19d36be314a8aa1dfb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=KPNO+7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04305718+2556394.xml'.\n"
@@ -10140,7 +10140,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 684kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 574kB/s]\n",
       "SHA256 hash of downloaded file: b3727c6544bd8759bc8825272dd27dbfba65be2ce4550d08214cfb7a70a81f7e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 7.xml'.\n"
@@ -10157,7 +10157,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 3.92MB/s]\n",
+      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 4.14MB/s]\n",
       "SHA256 hash of downloaded file: bd8b43f1bfe3ce0e5762b083513941958e0793323b439eb70b52474495624086\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=KPNO+6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04300724+2608207.xml'.\n"
@@ -10174,7 +10174,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 555kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 609kB/s]\n",
       "SHA256 hash of downloaded file: 3d5972827bfb3433d5440b68d996d0e59ff5780eecc3a965e236de8fe83273ab\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 6.xml'.\n"
@@ -10191,7 +10191,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 5.56MB/s]\n",
+      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 4.50MB/s]\n",
       "SHA256 hash of downloaded file: 074ba2e3053d9da433cb3465dd1b8ae4b443f1c95203e619d0e03698a74d29f0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=KPNO+5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04294568+2630468.xml'.\n"
@@ -10208,9 +10208,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 834kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 496kB/s]\n",
       "SHA256 hash of downloaded file: 1ff47d43ee159ccb4e234adbd447e98c3e3de252ed45dd060ba3878092ee04e4\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 5.xml'.\n"
      ]
     },
     {
@@ -10224,10 +10225,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 5.xml'.\n",
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.78MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 3.98MB/s]\n",
       "SHA256 hash of downloaded file: 2296c644216bafa7018e3be08a082280cd64b872c8036a8e04aea65e56ea3b7e\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04360273%2B1547536' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04360273+1547536.xml'.\n"
      ]
     },
     {
@@ -10241,10 +10242,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04360273%2B1547536' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04360273+1547536.xml'.\n",
-      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.22MB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: fd429716c75b09ea1042a4949672a75ae722ff417182148103f88a4dcff6df65\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04360273%2B1547536&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04360273+1547536.xml'.\n"
      ]
     },
     {
@@ -10258,8 +10259,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04360273%2B1547536&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04360273+1547536.xml'.\n",
-      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 6.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 4.42MB/s]\n",
       "SHA256 hash of downloaded file: 1207cf6fc3aa338b6354b3b128b01128d14a031a3e51437db94c514311e646f5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=KPNO+4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04272799+2612052.xml'.\n"
@@ -10276,7 +10276,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 630kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 600kB/s]\n",
       "SHA256 hash of downloaded file: cf83b17b6a26322a78b8a54d4c0a36282978543fe3d39137b20e11f561b579e4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 4.xml'.\n"
@@ -10293,7 +10293,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.61MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 3.23MB/s]\n",
       "SHA256 hash of downloaded file: a3a3ebe0b4ab3d78b0ec5b77c1029b0e7a5605a47a36a665689cdbb7736d3759\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J035104.37%2B481046.8' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03510423+4810477.xml'.\n"
@@ -10310,7 +10310,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 577kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 748kB/s]\n",
       "SHA256 hash of downloaded file: dc9c556d5353a0d7a92332e5f715ec427baabee829778e574a2e1f7a2bd49119\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J035104.37%2B481046.8&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J035104.37+481046.8.xml'.\n"
@@ -10327,9 +10327,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.88k/6.88k [00:00<00:00, 5.25MB/s]\n",
+      "100%|█████████████████████████████████████| 6.88k/6.88k [00:00<00:00, 26.3MB/s]\n",
       "SHA256 hash of downloaded file: 3926ebc3bc347002cc7cfff27e125b31fd8c4d53fcba4d2209c3c8efe95f41f8\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=MHO+4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04312405+1800215.xml'.\n"
      ]
     },
     {
@@ -10343,8 +10344,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=MHO+4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04312405+1800215.xml'.\n",
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 519kB/s]\n",
+      "100%|█████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 2.05MB/s]\n",
       "SHA256 hash of downloaded file: 9785dcd986a5f29c0a6bdbe383d7c487d0992a713fdf2af9236525c1c7342337\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=MHO+4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_MHO 4.xml'.\n"
@@ -10361,7 +10361,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 4.41MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 8.01MB/s]\n",
       "SHA256 hash of downloaded file: b5e963979ca11868fd18bcd51391098d7f51daf66cdb3257e8669a8ec874fcb4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04024153-4037476' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04024153-4037476.xml'.\n"
@@ -10378,7 +10378,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 431kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 594kB/s]\n",
       "SHA256 hash of downloaded file: 8b81eca167bd452b4bbb52a77f20c3147aaba6dc691f943d9202848446742c31\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04024153-4037476&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04024153-4037476.xml'.\n"
@@ -10395,7 +10395,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.25MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.69MB/s]\n",
       "SHA256 hash of downloaded file: a017547633657ab55675f81b62c29757e207b5de008fb85b87dece271b5309d4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J19475198-3438572' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J19475198-3438572.xml'.\n"
@@ -10412,7 +10412,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 424kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 601kB/s]\n",
       "SHA256 hash of downloaded file: 27a8f1e03c7720e35057c73c93d9dd53582ea01b1e40611b80cfd27784295a87\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J19475198-3438572&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J19475198-3438572.xml'.\n"
@@ -10429,7 +10429,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 3.90MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.48MB/s]\n",
       "SHA256 hash of downloaded file: 141d1f92a87039e3eba5977f1772e0d7f8326d67215db00c5445db34116f676b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04062677-3812102' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04062677-3812102.xml'.\n"
@@ -10446,7 +10446,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 708kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.61MB/s]\n",
       "SHA256 hash of downloaded file: bfaea811040af623bccb35a65b903a6d0981f2cf5e379cb91ce9a6e0fa465b57\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04062677-3812102&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04062677-3812102.xml'.\n"
@@ -10463,7 +10463,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 4.07MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 4.10MB/s]\n",
       "SHA256 hash of downloaded file: 567c3bfb0e917c3101edd59db3a1645dfefa4ccdd1678cbd83cdc8162a14612c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=KPNO+2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04185115+2814332.xml'.\n"
@@ -10480,7 +10480,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 498kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 703kB/s]\n",
       "SHA256 hash of downloaded file: 8777a07238512ceefeb04b45013d3cd1c54a03f8900f46099df2531211e9bd02\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 2.xml'.\n"
@@ -10497,7 +10497,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 3.44MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 6.12MB/s]\n",
       "SHA256 hash of downloaded file: dd993c66c4fc28bae81f123b01667b2500633667951abeb4ef8f9c90f4be335c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=KPNO+12' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04190126+2802487.xml'.\n"
@@ -10514,7 +10514,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 331kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 592kB/s]\n",
       "SHA256 hash of downloaded file: cbdc85f3a16b4424bca065fd1b70c4d573894ab987ba4e2fe07b6e0775b0bf06\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+12&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 12.xml'.\n"
@@ -10531,7 +10531,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.39MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.50MB/s]\n",
       "SHA256 hash of downloaded file: ba45e8b341780f2d9409861630e738236a575f848634992af0e343044b75ca41\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=KPNO+1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04151471+2800096.xml'.\n"
@@ -10548,7 +10548,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.00k/1.00k [00:00<00:00, 531kB/s]\n",
+      "100%|██████████████████████████████████████| 1.00k/1.00k [00:00<00:00, 542kB/s]\n",
       "SHA256 hash of downloaded file: 792fde247f9af01484aafb6e28ba84bae71d14cb90037e12481a88011f3163e2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=KPNO+1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_KPNO 1.xml'.\n"
@@ -10565,7 +10565,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.09MB/s]\n",
+      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.38MB/s]\n",
       "SHA256 hash of downloaded file: b07daa9ceeb41a5babe19e368655e12e4e2d39581da86f7d0b3813d2fac0569c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J042348.57-041403.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04234858-0414035.xml'.\n"
@@ -10582,7 +10582,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 305kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 567kB/s]\n",
       "SHA256 hash of downloaded file: 970ab47d3532e6dcafe0018a0751534e2ebfce952f33f395e014cc395600f8d6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J042348.57-041403.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J042348.57-041403.5.xml'.\n"
@@ -10599,7 +10599,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 2.21MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.52MB/s]\n",
       "SHA256 hash of downloaded file: 0d85c49dc6dfb68e6dbf68e6b9f3375eb9c765cadbf9d9769ba296d60c954c56\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03542527%2B3724388' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03542527+3724388.xml'.\n"
@@ -10616,7 +10616,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 556kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 976kB/s]\n",
       "SHA256 hash of downloaded file: b8dd351fdb570101c181db91cf99009f2fc4018fc5882e8e99c0788d1b379179\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03542527%2B3724388&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03542527+3724388.xml'.\n"
@@ -10633,7 +10633,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.39MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 6.03MB/s]\n",
       "SHA256 hash of downloaded file: e4b2c1dbdafe8ff4d097ecdb92aab1453131ebb055bfc95977902d442e66334b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21543318%2B5942187' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21543318+5942187.xml'.\n"
@@ -10650,7 +10650,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 530kB/s]\n",
+      "100%|██████████████████████████████████████| 1.05k/1.05k [00:00<00:00, 582kB/s]\n",
       "SHA256 hash of downloaded file: c2637e2e66ad0b1d8dd2fdc3c86a6fc01c815c6d0c41683411ad89cf902f3c7f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21543318%2B5942187&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21543318+5942187.xml'.\n"
@@ -10667,7 +10667,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.77k/7.77k [00:00<00:00, 4.63MB/s]\n",
+      "100%|█████████████████████████████████████| 7.77k/7.77k [00:00<00:00, 4.40MB/s]\n",
       "SHA256 hash of downloaded file: 0ba29f6b78835dbd8fe1d7e64c3da42d120170b64cb23e42a797cc14c00f113e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0415195-093506' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04151954-0935066.xml'.\n"
@@ -10684,7 +10684,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 334kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 609kB/s]\n",
       "SHA256 hash of downloaded file: ef41b49ce391060173a02209f1321bde490d1f26d0de9d394ecfea245e308c5a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0415195-093506&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0415195-093506.xml'.\n"
@@ -10701,7 +10701,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.70k/7.70k [00:00<00:00, 4.15MB/s]\n",
+      "100%|█████████████████████████████████████| 7.70k/7.70k [00:00<00:00, 4.66MB/s]\n",
       "SHA256 hash of downloaded file: 61e0692c86fe51685ddc2130671c4dc40807f3eb38a608715b43abb669178ce8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04071296%2B1710474' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04071296+1710474.xml'.\n"
@@ -10718,7 +10718,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 631kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 581kB/s]\n",
       "SHA256 hash of downloaded file: a5a774fd9847b90edd5eb4549fa0084af9d71d8c177f1e9ee9f180ef545e8fc6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04071296%2B1710474&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04071296+1710474.xml'.\n"
@@ -10735,7 +10735,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 3.71MB/s]\n",
+      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 4.45MB/s]\n",
       "SHA256 hash of downloaded file: 966e590eb5ad48d87f56509f237e6953f3b6962f40db0d706c0b73a04de56eb1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04070752%2B1546457' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04070752+1546457.xml'.\n"
@@ -10752,7 +10752,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 397kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 597kB/s]\n",
       "SHA256 hash of downloaded file: 44cf8231f49019179d5a35c317e4a91a141572da602230c37ca696bbfea569dd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04070752%2B1546457&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04070752+1546457.xml'.\n"
@@ -10769,7 +10769,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 3.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.84MB/s]\n",
       "SHA256 hash of downloaded file: 97f688b288df1db431868cd694f784385b3b4602f0324d9e50a9e6d440347595\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04070885%2B1514565' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04070885+1514565.xml'.\n"
@@ -10786,7 +10786,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 426kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 606kB/s]\n",
       "SHA256 hash of downloaded file: 8fbaed96fc37184f996389870361abf695ae1ac494bbe20efcab7bfea1f3435f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04070885%2B1514565&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04070885+1514565.xml'.\n"
@@ -10803,7 +10803,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.63k/7.63k [00:00<00:00, 3.73MB/s]\n",
+      "100%|█████████████████████████████████████| 7.63k/7.63k [00:00<00:00, 4.53MB/s]\n",
       "SHA256 hash of downloaded file: 1d143829478866c3429bdf99e2ef630da650b18f9110296157b582939b91cea8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J04035944%2B1520502' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J04035944+1520502.xml'.\n"
@@ -10820,7 +10820,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 485kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 605kB/s]\n",
       "SHA256 hash of downloaded file: d16b5bb53c2231025fb3a6e54b475e275062bfe4885bcca4e93761b8bd9afdb1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J04035944%2B1520502&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J04035944+1520502.xml'.\n"
@@ -10837,7 +10837,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.11MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.18MB/s]\n",
       "SHA256 hash of downloaded file: ecd412270c82f078eae8b3eac868366d1c95253079fd9872330bb0ab77ec9a5c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LP+944-20' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03393521-3525440.xml'.\n"
@@ -10854,7 +10854,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 691kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 610kB/s]\n",
       "SHA256 hash of downloaded file: d205ee09e40b42deca15712c5ba35498d450bf9349edef726ee7829c128b81da\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LP+944-20&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LP 944-20.xml'.\n"
@@ -10871,7 +10871,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.89MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.36MB/s]\n",
       "SHA256 hash of downloaded file: 9edc56054e2e5c7d45d4d46afce5da30163c528a1208b687fc1d01fe6fea268c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03444306%2B3137338' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03444306+3137338.xml'.\n"
@@ -10888,7 +10888,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 369kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 582kB/s]\n",
       "SHA256 hash of downloaded file: 5341498a5839a30dcfa9ea92fc1df0df05997a3fe7bb4b38791ad7a1c4a0d517\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03444306%2B3137338&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03444306+3137338.xml'.\n"
@@ -10905,7 +10905,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.74MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.51MB/s]\n",
       "SHA256 hash of downloaded file: 730fc739db2a57203148267fa5958cfcddccda99cf6bce2a91ee2f8583602de1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LRL+10176' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03431581+3210455.xml'.\n"
@@ -10922,7 +10922,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 488kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 571kB/s]\n",
       "SHA256 hash of downloaded file: a460bee41f07d12d94f5b51a98ba9c2d2314315b5d797947f80fb8df51f31eef\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LRL+10176&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LRL 10176.xml'.\n"
@@ -10939,7 +10939,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.62MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.76MB/s]\n",
       "SHA256 hash of downloaded file: 7bef1e399450be2e7fab3590ba59fe9b87182c554e30ddf97ac79d6b053b7a48\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03422594%2B3148496' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03422594+3148496.xml'.\n"
@@ -10956,7 +10956,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 523kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 698kB/s]\n",
       "SHA256 hash of downloaded file: b59c278eee1eacd91e28771ad4f15a1241c4463dcfafe0f337cacaea3dc2d8f2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03422594%2B3148496&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03422594+3148496.xml'.\n"
@@ -10973,7 +10973,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.41MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.55MB/s]\n",
       "SHA256 hash of downloaded file: 0449758ce34b661c433a45101b250758b796d79e8d723b0613b5209805184113\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS-P+J0255-4700' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02550357-4700509.xml'.\n"
@@ -10990,7 +10990,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 422kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 614kB/s]\n",
       "SHA256 hash of downloaded file: 40f7afac3db054ed0972350e8f034ee3906e0305e2a86079910094b206b67f9a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=DENIS-P+J0255-4700&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_DENIS-P J0255-4700.xml'.\n"
@@ -11007,7 +11007,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.33MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 4.83MB/s]\n",
       "SHA256 hash of downloaded file: 3839facfb9af1674a5fcbef98f49b9233f6657dcf13787e953e1628967093223\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASP+J0345432%2B254023' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03454316+2540233.xml'.\n"
@@ -11024,7 +11024,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 549kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 579kB/s]\n",
       "SHA256 hash of downloaded file: 161eaed89f266da66cb720f0d855b4bac1a52a2e6c532713e08c66c5820187d8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASP+J0345432%2B254023&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASP J0345432+254023.xml'.\n"
@@ -11041,7 +11041,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.86MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.04MB/s]\n",
       "SHA256 hash of downloaded file: 13b2a73d46ec75fe004b7c79aa4b59d6f813b182e5b571a1f50b7de6dd37c346\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J20033545%2B1158552' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20033545+1158552.xml'.\n"
@@ -11058,7 +11058,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 498kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 608kB/s]\n",
       "SHA256 hash of downloaded file: 2211d4fcac14b39ea15763867d99f0917628ca2e30b36af2576cbb2d2a3b3582\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J20033545%2B1158552&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J20033545+1158552.xml'.\n"
@@ -11075,7 +11075,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.27MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.68MB/s]\n",
       "SHA256 hash of downloaded file: 5402d31cefb2a36122d923eb816b132225fb7292881c951895600c5dde3074f7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J20025073-0521524' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20025073-0521524.xml'.\n"
@@ -11092,7 +11092,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 422kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 557kB/s]\n",
       "SHA256 hash of downloaded file: 3353516b50539f62628df28e94110c97448cddf6fe0bbc937ebc5568d79a39a3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J20025073-0521524&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J20025073-0521524.xml'.\n"
@@ -11109,7 +11109,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.24MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.84MB/s]\n",
       "SHA256 hash of downloaded file: 24e41ca9ff853e0fceea96eb7404f2df9a78eabaee0ffb1d6ff0f7d49bd9ac42\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03305571%2B3146272' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03305571+3146272.xml'.\n"
@@ -11126,7 +11126,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 536kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 556kB/s]\n",
       "SHA256 hash of downloaded file: 8fe24efb70229db71146987fe52a7488d6db993a48898656f7980643de9a2887\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03305571%2B3146272&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03305571+3146272.xml'.\n"
@@ -11143,7 +11143,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 5.12MB/s]\n",
+      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 4.71MB/s]\n",
       "SHA256 hash of downloaded file: 5fdd5b119f7fb22d3afbbffcb4bff09db5bd575d88b273273731b0f629af526b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J20261584-2943124' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20261584-2943124.xml'.\n"
@@ -11160,7 +11160,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 336kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.01MB/s]\n",
       "SHA256 hash of downloaded file: 56857542de94237b47a5241e853cb9deda5c0efd46b566c962d79194d4166e7c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J20261584-2943124&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J20261584-2943124.xml'.\n"
@@ -11177,7 +11177,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.09MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.94MB/s]\n",
       "SHA256 hash of downloaded file: 9626af2a7a158962eb7501550654a705ce48473c262d1e4cfd55867b3f265a9b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03280716%2B3022432' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03280716+3022432.xml'.\n"
@@ -11194,7 +11194,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 406kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 585kB/s]\n",
       "SHA256 hash of downloaded file: e6c673e433ee042bb088231c53001c916ed77696231977acae65b4bc716bc381\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03280716%2B3022432&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03280716+3022432.xml'.\n"
@@ -11211,7 +11211,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 6.91MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.17MB/s]\n",
       "SHA256 hash of downloaded file: 260be7fbe6663a0c4aa52261407c7ce09497a1946325d01fc7063c92264dd15d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03185403-3421292' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03185403-3421292.xml'.\n"
@@ -11228,7 +11228,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 613kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 596kB/s]\n",
       "SHA256 hash of downloaded file: ff26200d8619cd80bf4169690b53ca991d7da047c39b9179a29253d97ff808bb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03185403-3421292&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03185403-3421292.xml'.\n"
@@ -11245,7 +11245,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 3.78MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 3.89MB/s]\n",
       "SHA256 hash of downloaded file: edc571bef86449c78e5b82439e66b3477c47cca73ee9ea72cefe8e00c87d9277\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21513839-4853542' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21513839-4853542.xml'.\n"
@@ -11262,7 +11262,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 577kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 596kB/s]\n",
       "SHA256 hash of downloaded file: e3f5a45bc6349ebe04250dba073e8a0d22832775cf7ffced66b275369c38ea34\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21513839-4853542&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21513839-4853542.xml'.\n"
@@ -11279,7 +11279,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.68k/7.68k [00:00<00:00, 6.46MB/s]\n",
+      "100%|█████████████████████████████████████| 7.68k/7.68k [00:00<00:00, 9.21MB/s]\n",
       "SHA256 hash of downloaded file: 2f64eb2cbf537e92dd6add921b1d6fd311b0dd008426da35f61081b8f02cb6bd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LHS+3566' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20392378-2926335.xml'.\n"
@@ -11296,7 +11296,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 343kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 545kB/s]\n",
       "SHA256 hash of downloaded file: e0cf051692583bd737caa4828fbfe619f645dcbb064da9039d3dec69818f5c59\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LHS+3566&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LHS 3566.xml'.\n"
@@ -11313,7 +11313,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 8.60MB/s]\n",
+      "100%|█████████████████████████████████████| 7.42k/7.42k [00:00<00:00, 4.16MB/s]\n",
       "SHA256 hash of downloaded file: 3bff76112148d562b52b883fd58d9328f1864d035f92d251a6e02de764af0ba6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0328426%2B230205' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03284265+2302051.xml'.\n"
@@ -11330,7 +11330,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 516kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 578kB/s]\n",
       "SHA256 hash of downloaded file: 12da3dc60cba5aa4b35b2f2f20a6b3b11b6f154678d964466b91042b930fa4a5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0328426%2B230205&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0328426+230205.xml'.\n"
@@ -11347,7 +11347,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 1.78MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.56MB/s]\n",
       "SHA256 hash of downloaded file: 1045daa8a2f0535491fe395b657847cd35bb0b128e8734eeb5ddf4ea159b2513\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03382862%2B0001296' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03382862+0001296.xml'.\n"
@@ -11364,7 +11364,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 625kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 582kB/s]\n",
       "SHA256 hash of downloaded file: 3d562742994da3ec58fca707d30b3653b5549130a9daf0e3e70c91e1867d0d20\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03382862%2B0001296&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03382862+0001296.xml'.\n"
@@ -11381,7 +11381,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.01MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.89MB/s]\n",
       "SHA256 hash of downloaded file: 46c502ddf8f949c0f8fec551f0c28e2d25f23f8b0e7d61a4de38887079970396\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01472702%2B4731142' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01472702+4731142.xml'.\n"
@@ -11398,7 +11398,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 424kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 636kB/s]\n",
       "SHA256 hash of downloaded file: 75f4fa0c0353ef9eab9bb2fea31d1b8b177d2082041b3ca0cebdaea7bfd95cf0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01472702%2B4731142&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01472702+4731142.xml'.\n"
@@ -11415,7 +11415,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 5.37MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 4.76MB/s]\n",
       "SHA256 hash of downloaded file: ef2a8986b6e97e3ee22cf1cbe6bfc9cf480b51b63b80ed65e2bc2d85eb250496\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J202820.32%2B005226.5' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20282035+0052265.xml'.\n"
@@ -11432,7 +11432,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 735kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 549kB/s]\n",
       "SHA256 hash of downloaded file: e658384cc62a4ceb9186fd1c64af16d2ff13dbddd07e33946aa4aa986e6d1c49\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J202820.32%2B005226.5&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J202820.32+005226.5.xml'.\n"
@@ -11449,7 +11449,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 6.69MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 9.68MB/s]\n",
       "SHA256 hash of downloaded file: 89e5106736aa1911afce80b5f8c85c9508fdf524395a41eabd95fd4d025101c2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J02572581-3105523' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02572581-3105523.xml'.\n"
@@ -11466,7 +11466,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 451kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 467kB/s]\n",
       "SHA256 hash of downloaded file: c8cbdd8fbe3c745524caa9361f1aa56be29465db9e61d29a06e22cb21e199db7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J02572581-3105523&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J02572581-3105523.xml'.\n"
@@ -11483,7 +11483,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 6.28MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.70MB/s]\n",
       "SHA256 hash of downloaded file: 864cd3f2a8b6868bdd1da65586cc69a6cc1fbaee8519aa858e850dfdab907de5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J20343769%2B0827009' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20343769+0827009.xml'.\n"
@@ -11500,7 +11500,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 557kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 570kB/s]\n",
       "SHA256 hash of downloaded file: 05c8e031f181db9b181af1fd8d57066c4346d1531b53939e805a4972c354e01d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J20343769%2B0827009&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J20343769+0827009.xml'.\n"
@@ -11517,7 +11517,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.51MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.27MB/s]\n",
       "SHA256 hash of downloaded file: ac66bbc8b68a965c847665bf54c9feed010d1c9542bd7dc828ca81dd1dfd0e74\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J20360316%2B1051295' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20360316+1051295.xml'.\n"
@@ -11534,7 +11534,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 615kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 613kB/s]\n",
       "SHA256 hash of downloaded file: 0c7088ddd737a1843dd9cdd6828b4401c7ccd78b9316732faba32bda63e1a342\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J20360316%2B1051295&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J20360316+1051295.xml'.\n"
@@ -11551,7 +11551,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.67MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.02MB/s]\n",
       "SHA256 hash of downloaded file: b3a414795ccb7dd40ddab875c00ae362185fc5b946fd2b6ffd6f6a2d6db153ea\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LSR+2122%2B3656' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21225635+3656002.xml'.\n"
@@ -11568,7 +11568,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 155kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 595kB/s]\n",
       "SHA256 hash of downloaded file: 292bfea320b4c65dd20600c8a12b91e8d73953276f82fe0ffbabbd2036aa8ea0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LSR+2122%2B3656&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LSR 2122+3656.xml'.\n"
@@ -11585,7 +11585,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.40MB/s]\n",
       "SHA256 hash of downloaded file: 7e18b3245b4fe34a0bd24c90fa4150f7805fdd1dc36f08f6d0a9e44f1dba084a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01415823-4633574' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01415823-4633574.xml'.\n"
@@ -11602,7 +11602,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 547kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.06MB/s]\n",
       "SHA256 hash of downloaded file: 12f452973a7f2b79bb0799c8cd6217f5783713307451e6a76cd06eb3117b19b7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01415823-4633574&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01415823-4633574.xml'.\n"
@@ -11619,7 +11619,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.86MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 6.70MB/s]\n",
       "SHA256 hash of downloaded file: b2580be4f3dc623161d25ade027f99479ac8c27ed6958cc92499dd01fc862862\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J032553.17%2B042540.1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03255322+0425406.xml'.\n"
@@ -11636,7 +11636,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 564kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.18MB/s]\n",
       "SHA256 hash of downloaded file: d0e8bc829c3dc462f1a81d6ed1288bbac4a39337a35677a396e0134775bddcfc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J032553.17%2B042540.1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J032553.17+042540.1.xml'.\n"
@@ -11653,7 +11653,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.26k/7.26k [00:00<00:00, 3.94MB/s]\n",
+      "100%|█████████████████████████████████████| 7.26k/7.26k [00:00<00:00, 4.05MB/s]\n",
       "SHA256 hash of downloaded file: e9ad6c496fe33ee0f396aa10e93698bbd5f384786483e9e5ee10568e5fadc568\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J204317.69-155103.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20431769-1551031.xml'.\n"
@@ -11670,7 +11670,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 293kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 582kB/s]\n",
       "SHA256 hash of downloaded file: 1774058817786ec10eb538f6275155a290cef2b88d6155df2dca0745297c5adf\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J204317.69-155103.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J204317.69-155103.4.xml'.\n"
@@ -11687,7 +11687,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 4.88MB/s]\n",
+      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 5.04MB/s]\n",
       "SHA256 hash of downloaded file: a8357e1592e8a05217a9344ba4af11879eb48be6876786c44c311e183ecbfb44\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J20491972-1944324' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20491972-1944324.xml'.\n"
@@ -11704,7 +11704,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 507kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 479kB/s]\n",
       "SHA256 hash of downloaded file: a28dfcdf7773df94b1441ca7723f1b3bb0dac26cd06f18d38fff59beb8a7da2d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J20491972-1944324&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J20491972-1944324.xml'.\n"
@@ -11721,7 +11721,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.37k/7.37k [00:00<00:00, 5.16MB/s]\n",
+      "100%|█████████████████████████████████████| 7.37k/7.37k [00:00<00:00, 4.16MB/s]\n",
       "SHA256 hash of downloaded file: 99fb8e1fd393613348d75554bdc10d566164ef3a114b965e1b4d62d1a9a1d299\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0320284-044636' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03202839-0446358.xml'.\n"
@@ -11738,7 +11738,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 410kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 612kB/s]\n",
       "SHA256 hash of downloaded file: f26b312127c4fd72e8ca43d2cf8a7237792a9c27be2d6c08f3bfda58348de7b9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0320284-044636&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0320284-044636.xml'.\n"
@@ -11755,7 +11755,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.17MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.43MB/s]\n",
       "SHA256 hash of downloaded file: d0e8909489f2f6c6b3fb48824df235bf6b48a800a3416540b7eb952f45d31c3c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21481628%2B4003593' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21481633+4003594.xml'.\n"
@@ -11772,7 +11772,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 593kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 596kB/s]\n",
       "SHA256 hash of downloaded file: dd99c9715ef1eb546c77d98cc9d5f0a64a7d72cd3d7cb4a406178fab1eaaf680\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21481628%2B4003593&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21481628+4003593.xml'.\n"
@@ -11789,7 +11789,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.91MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.03MB/s]\n",
       "SHA256 hash of downloaded file: 6361828ba0a159afb7e767bb651fbc7255303a2488b771dd06bf553f3aeaa87a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0310599%2B164816' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03105986+1648155.xml'.\n"
@@ -11806,7 +11806,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 492kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 596kB/s]\n",
       "SHA256 hash of downloaded file: 9786d2a85ce521cb8dfcf98a775b9c473a8e6ca0cf5fe8ce6e3cde873664822a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0310599%2B164816&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0310599+164816.xml'.\n"
@@ -11823,7 +11823,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.86MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.34MB/s]\n",
       "SHA256 hash of downloaded file: b00e6a0875d021cebcd5e28a16f341a311a097019b9eb2558c2c9c08a7bcff4f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J22225588-4446197' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22225588-4446197.xml'.\n"
@@ -11840,7 +11840,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 432kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 528kB/s]\n",
       "SHA256 hash of downloaded file: 140e7b35cc44dc840647cbe8629620ad4a96f2e235f36d4c5fbadd73a2a6498c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J22225588-4446197&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J22225588-4446197.xml'.\n"
@@ -11857,7 +11857,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 3.97MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 3.46MB/s]\n",
       "SHA256 hash of downloaded file: 5bc33bcab4a1ddcf7be93b94dd0d41d614bf1e31bf0c32dcdabe3fc24915324e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23174712-4838501' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23174712-4838501.xml'.\n"
@@ -11874,7 +11874,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.06MB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 590kB/s]\n",
       "SHA256 hash of downloaded file: bee4a193a2b66c67e149c21693208af1a4666653cd45c58dbd7bbb11af36ff5a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23174712-4838501&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23174712-4838501.xml'.\n"
@@ -11891,7 +11891,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 6.38MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.49MB/s]\n",
       "SHA256 hash of downloaded file: f73005c2480121eaf60ed2be83698f69416a6c1d1d31ce23b96154353dc13f9e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LSR+J01253-4545' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01251802-4545310.xml'.\n"
@@ -11908,7 +11908,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 415kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 528kB/s]\n",
       "SHA256 hash of downloaded file: c58445d7b9cd9ec4e8134e9ae2816148f7c04b00561447592e0f9d6c6b4fe18a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LSR+J01253-4545&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LSR J01253-4545.xml'.\n"
@@ -11925,7 +11925,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 3.51MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.54MB/s]\n",
       "SHA256 hash of downloaded file: 80bcb00969cfa685d22700fc27edf25d554e79518cb28b53a429196c7ac42b74\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01303563-4445411A' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01303563-4445411.xml'.\n"
@@ -11942,7 +11942,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 1.00MB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 534kB/s]\n",
       "SHA256 hash of downloaded file: ea83b5dd3e881b3cb9ccca96c46d1410fe63b02f50589858dd60911d9bebfa4b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01303563-4445411A&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01303563-4445411A.xml'.\n"
@@ -11959,7 +11959,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.63MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.48MB/s]\n",
       "SHA256 hash of downloaded file: d4e8341b41228a7d196c59cf3baf21edb1cca28bb56c451963c81469b6f6af01\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21403907%2B3655563' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21403907+3655563.xml'.\n"
@@ -11976,7 +11976,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 716kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 588kB/s]\n",
       "SHA256 hash of downloaded file: 2249c6ac9b80b7c1824a66cd0a6c35c30ad825d382ff90cc737f5b61065edbc0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21403907%2B3655563&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21403907+3655563.xml'.\n"
@@ -11993,7 +11993,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 6.23MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.47MB/s]\n",
       "SHA256 hash of downloaded file: 3b63d0494c9a83065e3c148f7b5e342ac09390ccc05de07cedb37b7738e5660c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J205235.31-160929.8' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20523515-1609308.xml'.\n"
@@ -12010,7 +12010,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.04MB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 577kB/s]\n",
       "SHA256 hash of downloaded file: 65fc2d6f6144f260726ec8857fd3cdf128b6ae3f178ebe6e7e1e79dfa815e00b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J205235.31-160929.8&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J205235.31-160929.8.xml'.\n"
@@ -12027,7 +12027,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 3.74MB/s]\n",
+      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 7.21MB/s]\n",
       "SHA256 hash of downloaded file: 30a4b5d53405e91030b32a4fae5d97e3c65deae49bece9af0fdfa632dbd39bf3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03001631%2B2130205' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03001631+2130205.xml'.\n"
@@ -12044,9 +12044,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.03MB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.02MB/s]\n",
       "SHA256 hash of downloaded file: e13e5f15a06d25f0a90f99377eaa0ddd77e72464a6c1dffa4e28fad72d90d948\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03001631%2B2130205&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03001631+2130205.xml'.\n"
      ]
     },
     {
@@ -12060,8 +12061,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03001631%2B2130205&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03001631+2130205.xml'.\n",
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.74MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 6.06MB/s]\n",
       "SHA256 hash of downloaded file: ad39cf41be7781697485c8aaec93a6b9971cb8720914000c3bc2d873e55a7b25\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J22282889-4310262' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22282889-4310262.xml'.\n"
@@ -12078,7 +12078,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.09MB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.05MB/s]\n",
       "SHA256 hash of downloaded file: 7a75b130fc3e9d482d8f9d21b37001bbcca62b243c15768e8970c086c03992be\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J22282889-4310262&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J22282889-4310262.xml'.\n"
@@ -12095,7 +12095,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 7.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.67k/7.67k [00:00<00:00, 9.00MB/s]\n",
       "SHA256 hash of downloaded file: 91ab335fa74c01370ae8da7664bb2a63996cad8ee30b4bf25f982bcf4d4ae65f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23312378-4718274' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23312378-4718274.xml'.\n"
@@ -12114,7 +12114,8 @@
      "text": [
       "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.06MB/s]\n",
       "SHA256 hash of downloaded file: 6123d925f30aac60d643c3e564252781e3b793bfd2b648b774ab302efc25712f\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23312378-4718274&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23312378-4718274.xml'.\n"
      ]
     },
     {
@@ -12128,10 +12129,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23312378-4718274&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23312378-4718274.xml'.\n",
-      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 5.62MB/s]\n",
+      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 6.53MB/s]\n",
       "SHA256 hash of downloaded file: 793f677846af2b70a39129a8cf879b638c0de5044e90a9b376f3f2d2c8ae0086\n",
-      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
+      "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
+      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J02481204%2B2445141' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02481204+2445141.xml'.\n"
      ]
     },
     {
@@ -12145,8 +12146,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J02481204%2B2445141' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02481204+2445141.xml'.\n",
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 567kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 906kB/s]\n",
       "SHA256 hash of downloaded file: 5e5c90665672f5ccaf1d2e61f40e13f288e32f1b0a1c6f92fa0fdee707378980\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J02481204%2B2445141&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J02481204+2445141.xml'.\n"
@@ -12163,7 +12163,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.08MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 7.50MB/s]\n",
       "SHA256 hash of downloaded file: fb1e9ef5f32a4ca8746c2927f0cdcbbbfa7852a8ce96168a3094fe5464fec47f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J2101154%2B175658' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21011544+1756586.xml'.\n"
@@ -12180,7 +12180,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 426kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 583kB/s]\n",
       "SHA256 hash of downloaded file: cbe887aa144b832f185112f5d5543186c7ad1bbf13dfb925fd5d891a4f8c33c2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J2101154%2B175658&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J2101154+175658.xml'.\n"
@@ -12197,7 +12197,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.89k/6.89k [00:00<00:00, 1.74MB/s]\n",
+      "100%|█████████████████████████████████████| 6.89k/6.89k [00:00<00:00, 5.63MB/s]\n",
       "SHA256 hash of downloaded file: 1b550b0ce51101d7cb0308d8d1b503f19effcb1204001cc80953dbdc1accf9e2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J02304442-3027275' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02304442-3027275.xml'.\n"
@@ -12214,7 +12214,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 799kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 568kB/s]\n",
       "SHA256 hash of downloaded file: c8199a997fd2d5039658f73a0fda3a27b65e1cf8fa75106671d1b0406752ca3e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J02304442-3027275&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J02304442-3027275.xml'.\n"
@@ -12231,7 +12231,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.94MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.19MB/s]\n",
       "SHA256 hash of downloaded file: da71eb8ca2575ab3e2c6a5266441213f1ac03a0a7f8f4b66d16c8021340fc476\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0243137-245329' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02431371-2453298.xml'.\n"
@@ -12248,7 +12248,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 517kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 591kB/s]\n",
       "SHA256 hash of downloaded file: d00ccde1dd4e0c55b8917c421398bd795f098e46e19063e96311914c4652497d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0243137-245329&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0243137-245329.xml'.\n"
@@ -12265,7 +12265,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 5.77MB/s]\n",
+      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 5.02MB/s]\n",
       "SHA256 hash of downloaded file: 402b9724c7e3101b8157a3bfe4718c2e441ceec13567debc7d98200f8f0d0289\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J03023398-1028223' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J03023398-1028223.xml'.\n"
@@ -12282,7 +12282,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 425kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 613kB/s]\n",
       "SHA256 hash of downloaded file: e4f0fbe63fdf1cd4baf22ba2cac4097b1462df3dcc25880b50e7552f34fdbc4b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J03023398-1028223&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J03023398-1028223.xml'.\n"
@@ -12299,7 +12299,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 5.48MB/s]\n",
+      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 6.22MB/s]\n",
       "SHA256 hash of downloaded file: bbaec45b51d1c4c53ac5ad952b96746685c3a66ae0345e4d9d34cc6aa7d5854c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SO+0253%2B1625' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02530084+1652532.xml'.\n"
@@ -12316,7 +12316,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 678kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 564kB/s]\n",
       "SHA256 hash of downloaded file: 729dcadc6fb754b0ebc96c67b7620eda2da251c4a8cac9ca87d754921cb016f4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SO+0253%2B1625&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SO 0253+1625.xml'.\n"
@@ -12333,7 +12333,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 3.84MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.60MB/s]\n",
       "SHA256 hash of downloaded file: 4fde51d180fd8b01d99baba48e8097f9b1477df99e741d952474d6048196bd9d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J2057540-025230' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J20575409-0252302.xml'.\n"
@@ -12350,7 +12350,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 428kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 599kB/s]\n",
       "SHA256 hash of downloaded file: 53df83f48bb5d9b4bee6d173817114e8e064996c7053ec390436b2069006652c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J2057540-025230&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J2057540-025230.xml'.\n"
@@ -12367,7 +12367,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.08MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.80MB/s]\n",
       "SHA256 hash of downloaded file: 82eb11eb144aef6706c911d83e7fbfa40b9e0c0b3550c88c161ad1e0df1bf8f1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21513979%2B3402444' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21513979+3402444.xml'.\n"
@@ -12384,7 +12384,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 508kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 602kB/s]\n",
       "SHA256 hash of downloaded file: e255099fef2a0bf7fef94e6ca6b9f7f283849c7a583fbd4a972e9ee2c816882f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21513979%2B3402444&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21513979+3402444.xml'.\n"
@@ -12401,7 +12401,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.62MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.45MB/s]\n",
       "SHA256 hash of downloaded file: f561b0e43f6e9d47e5c48465ff254626e589b4420cc2872fd851f7f16feb849f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J024256.98%2B212319.6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02425693+2123204.xml'.\n"
@@ -12418,7 +12418,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 482kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 493kB/s]\n",
       "SHA256 hash of downloaded file: 3a46d2f8a9835d09ec696540a565a53b1f28853e86f41ee020bb5dea2c389860\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J024256.98%2B212319.6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J024256.98+212319.6.xml'.\n"
@@ -12435,7 +12435,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.94k/6.94k [00:00<00:00, 5.07MB/s]\n",
+      "100%|█████████████████████████████████████| 6.94k/6.94k [00:00<00:00, 3.88MB/s]\n",
       "SHA256 hash of downloaded file: 512db21f00d9f63ad6d009ba1df9e7868f9c72a184f6cc26789fdb9948b4eca5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21420580-3101162' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21420580-3101162.xml'.\n"
@@ -12452,7 +12452,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 518kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 83.0kB/s]\n",
       "SHA256 hash of downloaded file: 70e0fea81c638ef0f92cd8badbe3738f13d3b4c736ca20b112d29bc6985d3efb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21420580-3101162&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21420580-3101162.xml'.\n"
@@ -12469,7 +12469,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.54MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.58MB/s]\n",
       "SHA256 hash of downloaded file: 6ca92991548e89bda40b1c2de4814e6492c29a151a7d76a8c9f08d2d03d27f0e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01532750%2B3631482' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01532750+3631482.xml'.\n"
@@ -12486,7 +12486,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 531kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 588kB/s]\n",
       "SHA256 hash of downloaded file: b1ae835cf434402b4ef8da803cdedfecad506f699638b29a4ae504e1796947e4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01532750%2B3631482&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01532750+3631482.xml'.\n"
@@ -12503,7 +12503,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 3.44MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.94MB/s]\n",
       "SHA256 hash of downloaded file: 96caa9bc18409d859f56b3b73d0bef1d0b441d3ecba1935969ccf55b2260bbb2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J2104149-103736' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21041491-1037369.xml'.\n"
@@ -12520,7 +12520,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 680kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 581kB/s]\n",
       "SHA256 hash of downloaded file: 32e9dd261da6a181bc47ae8dcd4c97ee30a5de7a8acc1db3c1ee64cda0bd81aa\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J2104149-103736&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J2104149-103736.xml'.\n"
@@ -12537,7 +12537,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 5.23MB/s]\n",
+      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 4.51MB/s]\n",
       "SHA256 hash of downloaded file: 8e7d9a19a768f80a66154731132b3e0487ae3f41b8e5ad60aab3275bbf48e01b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=V+Z+Cep' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21103752-1610251.xml'.\n"
@@ -12554,7 +12554,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 601kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 501kB/s]\n",
       "SHA256 hash of downloaded file: aecabf8649f56faef135b5239952241398aff0e2dc7f89d2da7a5ef617135681\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=V+Z+Cep&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_V Z Cep.xml'.\n"
@@ -12571,7 +12571,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 4.75MB/s]\n",
+      "100%|█████████████████████████████████████| 7.39k/7.39k [00:00<00:00, 4.01MB/s]\n",
       "SHA256 hash of downloaded file: 2d0412c16dec388e39936898ead22d511aa6c35a13b1f24b3803df209fe493f3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=GJ+1048B' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02355993-2331205.xml'.\n"
@@ -12588,7 +12588,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 403kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: d5761720fdc69ab4bd104d4304f4f55d98c95d6e2f10e8e41b14cd0425d2c04c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=GJ+1048B&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_GJ 1048B.xml'.\n"
@@ -12605,7 +12605,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 3.29MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 8.94MB/s]\n",
       "SHA256 hash of downloaded file: 9d1eae87df5768a4dca016c894790f776906546a8677c3ee1f62444ea3bd0821\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J024749.90-163112.6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02474978-1631132.xml'.\n"
@@ -12622,7 +12622,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 250kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 564kB/s]\n",
       "SHA256 hash of downloaded file: 53097c5db31c7de28ede7c767832ac75439f0fe311ed3ba523c1cd68bda72ada\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J024749.90-163112.6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J024749.90-163112.6.xml'.\n"
@@ -12639,7 +12639,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 4.71MB/s]\n",
+      "100%|█████████████████████████████████████| 6.87k/6.87k [00:00<00:00, 4.18MB/s]\n",
       "SHA256 hash of downloaded file: 3bd9e7ceef1b6b9fd35d7e9347f9b0d4360a3f33bd0c3a656b2df10d4740611f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0228110%2B253738' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02281101+2537380.xml'.\n"
@@ -12656,7 +12656,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 529kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 613kB/s]\n",
       "SHA256 hash of downloaded file: 1adaae2fc9c75172c322e6ab6242b5523b10d40190eb0a08d151b10c580ae34b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0228110%2B253738&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0228110+253738.xml'.\n"
@@ -12673,7 +12673,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.56MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 6.05MB/s]\n",
       "SHA256 hash of downloaded file: 1d8025c54ee0dc80afe5a50f2657db3c7c2cd2e923e296fe3d18c1184383ddf2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23254530%2B4251488' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23254530+4251488.xml'.\n"
@@ -12690,7 +12690,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 534kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 572kB/s]\n",
       "SHA256 hash of downloaded file: deefefb69f6db89bba6a0fa97dba2c456dcb0bd4883880d1252825713efa8354\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23254530%2B4251488&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23254530+4251488.xml'.\n"
@@ -12707,7 +12707,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 7.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.62MB/s]\n",
       "SHA256 hash of downloaded file: 0f7653f3ee59bee1d0058a43d17bc4e29e7a741b94a424eaa8ea86887192e03b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01311838%2B3801554' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01311838+3801554.xml'.\n"
@@ -12724,7 +12724,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 703kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 954kB/s]\n",
       "SHA256 hash of downloaded file: 6042330d429692c5cb8701cd070b3e8f8b204125022b76fbc4c95ee061e84105\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01311838%2B3801554&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01311838+3801554.xml'.\n"
@@ -12741,7 +12741,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.74MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 3.86MB/s]\n",
       "SHA256 hash of downloaded file: 4f0391ea8d5024e5bd32ed375ead1db57909a6c9fb091c7e4ab16446e0110f22\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00552554%2B4130184' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00552554+4130184.xml'.\n"
@@ -12758,7 +12758,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 399kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 557kB/s]\n",
       "SHA256 hash of downloaded file: 444b26894d682c25ff5f29c144f2c05c44194484d2e15f0071284cb333dafd49\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00552554%2B4130184&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00552554+4130184.xml'.\n"
@@ -12775,7 +12775,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.92MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.17MB/s]\n",
       "SHA256 hash of downloaded file: 6ccbd63cf77affe1bb30f513bb50b7387dda9f89e6d21fa19743b1898f70a7c3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J2107316-030733' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21073169-0307337.xml'.\n"
@@ -12792,7 +12792,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 573kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 549kB/s]\n",
       "SHA256 hash of downloaded file: 5d77c94cb4cc5627700eca8056199217e2c31caf64c571e6f3c820eb5f3734de\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J2107316-030733&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J2107316-030733.xml'.\n"
@@ -12809,7 +12809,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 3.73MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.65MB/s]\n",
       "SHA256 hash of downloaded file: 0283d90381e79af15d103b752d3f9ab564b5fb22c30aa419cf44eb9b113c7fcc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J22120703%2B3430351' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22120703+3430351.xml'.\n"
@@ -12826,7 +12826,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 570kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 596kB/s]\n",
       "SHA256 hash of downloaded file: 248da7a438c353839183f8afbf1c378db721f87131abb957760df267ae346df2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J22120703%2B3430351&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J22120703+3430351.xml'.\n"
@@ -12843,7 +12843,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 2.78MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.61MB/s]\n",
       "SHA256 hash of downloaded file: 8d666539e7a4c5eca84f7b552fcac3b147b746d5074d59aeac1e37ee06963c4e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0241536-124106' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02415367-1241069.xml'.\n"
@@ -12860,7 +12860,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 264kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 614kB/s]\n",
       "SHA256 hash of downloaded file: 7f96caa1310a3a4341a2dd624e1b499e28df15b8f92cc30a80787c112b98df76\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0241536-124106&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0241536-124106.xml'.\n"
@@ -12877,7 +12877,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 3.73MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 5.72MB/s]\n",
       "SHA256 hash of downloaded file: e73fe01dfa1c9c64a912ea8630e1071b4f93ac384a3e4ad547c8151a0d5099b3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS-P+J220002.05-303832.9A' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22000201-3038327.xml'.\n"
@@ -12894,7 +12894,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 644kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 596kB/s]\n",
       "SHA256 hash of downloaded file: 76fed7c719f86eee7a5a9c45dd764d1a2d1e067f6e67523941a96b78a61fc081\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=DENIS-P+J220002.05-303832.9A&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_DENIS-P J220002.05-303832.9A.xml'.\n"
@@ -12911,7 +12911,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.98MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.58MB/s]\n",
       "SHA256 hash of downloaded file: c80f1b9785f3edde4cbd82c384b05533a64d32e1755a831dae51e302775fd9dc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0208236%2B273740' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02082363+2737400.xml'.\n"
@@ -12928,7 +12928,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 692kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 584kB/s]\n",
       "SHA256 hash of downloaded file: fea228b65f092f321a22df896854b36681154f115b8cdfff2e86c0bbe3f8b8fc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0208236%2B273740&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0208236+273740.xml'.\n"
@@ -12945,7 +12945,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.58MB/s]\n",
       "SHA256 hash of downloaded file: 4ece92d31e0847dd43ad213d9d0c207c4ea4a281b9e99863128ef21ad6eee470\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00165953-4056541' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00165953-4056541.xml'.\n"
@@ -12962,7 +12962,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 601kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 544kB/s]\n",
       "SHA256 hash of downloaded file: 09d93eb15e468f2280c840c2bce91b059e291a2b623a7a81953a5c4928dcb7d5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00165953-4056541&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00165953-4056541.xml'.\n"
@@ -12979,7 +12979,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 5.39MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 8.55MB/s]\n",
       "SHA256 hash of downloaded file: bcd7bbf1272ddb06e102ed285a6c28856fbe3e4a15d1cc2dc5dbced2ff2f274f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=GJ+1001B%2C+LHS+102B' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00043484-4044058.xml'.\n"
@@ -12996,7 +12996,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 728kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 595kB/s]\n",
       "SHA256 hash of downloaded file: 0f98245cb2d1a9a31cfe825bd3726ca15137f68de114e83ace2c32b1356fb59f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=GJ+1001B%2C+LHS+102B&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_GJ 1001B, LHS 102B.xml'.\n"
@@ -13013,7 +13013,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.27MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 3.95MB/s]\n",
       "SHA256 hash of downloaded file: 67614e55774eddcf5a54c1669bf522e5766b0c37b48afb88adb60b14e4e92c80\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LSPM+J2142%2B2252' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21420390+2252290.xml'.\n"
@@ -13030,7 +13030,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 629kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 559kB/s]\n",
       "SHA256 hash of downloaded file: 3e1e1d0d591d86ff3d9ca4ee05e05ce15563ef721fa6a54eab3969a3e59b08fc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LSPM+J2142%2B2252&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LSPM J2142+2252.xml'.\n"
@@ -13047,7 +13047,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.61MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 3.89MB/s]\n",
       "SHA256 hash of downloaded file: 7d2f0372e0288f143c6a092c358e2ba324692166abc1c5654ee0204d53028b22\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0208183%2B254253' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02081833+2542533.xml'.\n"
@@ -13064,7 +13064,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 559kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 521kB/s]\n",
       "SHA256 hash of downloaded file: b98f4b522a3548d70c1998ccb93e7eb36e91b2099f676db92e9aff18fc3f8972\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0208183%2B254253&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0208183+254253.xml'.\n"
@@ -13081,7 +13081,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.05MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.20MB/s]\n",
       "SHA256 hash of downloaded file: 819f4e77fb0787a0febad7c3ee128786da7875be7fbd65f6f5c1659344120660\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J02271036-1624479' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02271036-1624479.xml'.\n"
@@ -13098,7 +13098,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 516kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 590kB/s]\n",
       "SHA256 hash of downloaded file: 03e1b9e70a53ba765e06a00760c08a2d4e8177350dbe6403b46833934c27b25d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J02271036-1624479&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J02271036-1624479.xml'.\n"
@@ -13115,7 +13115,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.71MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.73MB/s]\n",
       "SHA256 hash of downloaded file: 309c33e8b4f86047aed56079b3a72a7a78266714a1cf19cd09658a9dc243667c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21512543-2441000' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21512543-2441000.xml'.\n"
@@ -13132,7 +13132,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 479kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 2.44MB/s]\n",
       "SHA256 hash of downloaded file: 0d47aa5d5ac4191ad09653275341751f64dda824c19a33069108261d7ada76ad\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21512543-2441000&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21512543-2441000.xml'.\n"
@@ -13149,7 +13149,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 2.92MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 3.26MB/s]\n",
       "SHA256 hash of downloaded file: 787f56727cffd99b0caba4bff16af773f1457e2e522383effc63fc936c04bb27\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21321145%2B1341584' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21321145+1341584.xml'.\n"
@@ -13166,7 +13166,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 597kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 489kB/s]\n",
       "SHA256 hash of downloaded file: e70498fa5204f4cb22c60370f1b01170c50f7c6260dc9f180086623c312ed2ef\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21321145%2B1341584&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21321145+1341584.xml'.\n"
@@ -13183,7 +13183,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.92MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.88MB/s]\n",
       "SHA256 hash of downloaded file: 2c56304891a512ab9603a37313608c27b6bff64aadcd23cb0d202e9c965a7a5d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J212413.89%2B010000.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21241387+0059599.xml'.\n"
@@ -13200,7 +13200,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 576kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 776kB/s]\n",
       "SHA256 hash of downloaded file: 4c61eaa79913051d2528c4a2b3b888a9b1462d655dd92d41d7e1e1f39d632925\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J212413.89%2B010000.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J212413.89+010000.3.xml'.\n"
@@ -13217,7 +13217,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.68k/7.68k [00:00<00:00, 5.03MB/s]\n",
+      "100%|█████████████████████████████████████| 7.68k/7.68k [00:00<00:00, 3.58MB/s]\n",
       "SHA256 hash of downloaded file: 31fe4ffea4fe646ce934f19c42a9260d690b13d50ed87a666d9d6ccdfe96ba76\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0117474-340325' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01174748-3403258.xml'.\n"
@@ -13234,7 +13234,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 527kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 717kB/s]\n",
       "SHA256 hash of downloaded file: 5d1a6e6c03c6c4f53e96244d87794f6835c5cc6087c3ae4363c5c131994b0d5b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0117474-340325&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0117474-340325.xml'.\n"
@@ -13251,7 +13251,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.95MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.10MB/s]\n",
       "SHA256 hash of downloaded file: 999ef1d4352247b9ae7617a75e07830dc638f2ec3e97535eed5b9ead24b1e42f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00531899-3631102' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00531899-3631102.xml'.\n"
@@ -13268,7 +13268,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 415kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 470kB/s]\n",
       "SHA256 hash of downloaded file: d98befc1bbb28433c483c609f201136174b0dd7b222c412a3ff7f369362bf380\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00531899-3631102&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00531899-3631102.xml'.\n"
@@ -13285,7 +13285,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.22MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.26MB/s]\n",
       "SHA256 hash of downloaded file: 36f7e2ca3a174c5637e459e4f4a8657f4cec1587c505bc03005dde230ac8f853\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21555848%2B2345307' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21555848+2345307.xml'.\n"
@@ -13302,7 +13302,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 548kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 654kB/s]\n",
       "SHA256 hash of downloaded file: 0530dab307cb3298d6d55b9210447d5c785d67ba9478a0f27e6a29d90f62b7d8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21555848%2B2345307&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21555848+2345307.xml'.\n"
@@ -13319,7 +13319,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.61MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 3.46MB/s]\n",
       "SHA256 hash of downloaded file: 07af45217bfce735418e6dcbc34b469b2d43074e75ee8d60b301b30d3f6cf723\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J2130446-084520' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21304464-0845205.xml'.\n"
@@ -13336,7 +13336,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 540kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 490kB/s]\n",
       "SHA256 hash of downloaded file: e79bfa290de684651bb45b9b112f3d8a5dc0a8922a44ac24e18a7f5b85979622\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J2130446-084520&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J2130446-084520.xml'.\n"
@@ -13353,7 +13353,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.80MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 6.75MB/s]\n",
       "SHA256 hash of downloaded file: 1b50dea2646bbd017e247d39aa5640b3b84fd37fda3400b6dcf486c2d67ee4bc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J020608.97%2B223559.2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02060880+2235593.xml'.\n"
@@ -13370,7 +13370,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 440kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 990kB/s]\n",
       "SHA256 hash of downloaded file: 953bddbda6956f918deddcc91dbae4dcd0f12710c1731692257e9404df671f4a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J020608.97%2B223559.2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J020608.97+223559.2.xml'.\n"
@@ -13387,7 +13387,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.63MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 7.22MB/s]\n",
       "SHA256 hash of downloaded file: a2623d099e05247550236dd62e29a92eecf6b9065a32b5651c33d80eae37c4e1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J213240.36%2B102949.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21324036+1029494.xml'.\n"
@@ -13404,7 +13404,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 531kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 837kB/s]\n",
       "SHA256 hash of downloaded file: b69e967078b3bc326032be3ac39021d92abdeba2df4ed2adbb0df70abd58056b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J213240.36%2B102949.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J213240.36+102949.4.xml'.\n"
@@ -13421,7 +13421,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.27k/7.27k [00:00<00:00, 4.87MB/s]\n",
+      "100%|█████████████████████████████████████| 7.27k/7.27k [00:00<00:00, 5.78MB/s]\n",
       "SHA256 hash of downloaded file: 5d4069b508eab8658a5a5d93e51341cfd5eb214e57413dc573438a652406e7e7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J213352.72%2B101841.0' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21335274+1018410.xml'.\n"
@@ -13438,7 +13438,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 462kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.01MB/s]\n",
       "SHA256 hash of downloaded file: abcc61fbec38c7d43eca6fa53ee12fa534e0e634862ec1c2dafaa89a19d107d5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J213352.72%2B101841.0&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J213352.72+101841.0.xml'.\n"
@@ -13455,7 +13455,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.28k/7.28k [00:00<00:00, 5.00MB/s]\n",
+      "100%|█████████████████████████████████████| 7.28k/7.28k [00:00<00:00, 3.08MB/s]\n",
       "SHA256 hash of downloaded file: d08b299afd47324e78632f1feb0a29b5ece083631f309c762684f9cb79c3ffc8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00193927-3724392' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00193927-3724392.xml'.\n"
@@ -13472,7 +13472,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 230kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 933kB/s]\n",
       "SHA256 hash of downloaded file: ccfef3ea55abf8256999679f8ab40cb3315e7bcce99942db36d03575a3d4597e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00193927-3724392&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00193927-3724392.xml'.\n"
@@ -13489,7 +13489,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 2.78MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 7.14MB/s]\n",
       "SHA256 hash of downloaded file: 884a556ad094bd0191748245bb43908784c0788b0230db4bb7b7a178b8330edc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00412179%2B3547133' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00412179+3547133.xml'.\n"
@@ -13506,7 +13506,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 548kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 951kB/s]\n",
       "SHA256 hash of downloaded file: 2b1c7e8cd9afc5c59d5c06158767047904b6d7ebda13f6b6e4197392852563f3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00412179%2B3547133&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00412179+3547133.xml'.\n"
@@ -13523,7 +13523,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 1.17MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 7.47MB/s]\n",
       "SHA256 hash of downloaded file: 64728dcc25152c2ce33aa381836281672ce74398f12cb97b02f92fc7232c3e59\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J213154.43-011939.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21315444-0119374.xml'.\n"
@@ -13540,7 +13540,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 569kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 986kB/s]\n",
       "SHA256 hash of downloaded file: 30304dcd3da497b9b310469fe3e438a6f55942e36bdff2254a5ce76f9a9bdf39\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J213154.43-011939.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J213154.43-011939.3.xml'.\n"
@@ -13557,7 +13557,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.82k/6.82k [00:00<00:00, 2.23MB/s]\n",
+      "100%|█████████████████████████████████████| 6.82k/6.82k [00:00<00:00, 5.90MB/s]\n",
       "SHA256 hash of downloaded file: b71a92c78921f2b2653acca627df079fc4e740a5d97a62c9eaf59b48f2101bb8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23531922%2B3656457' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23531922+3656457.xml'.\n"
@@ -13574,7 +13574,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 448kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 970kB/s]\n",
       "SHA256 hash of downloaded file: e88aba3ee53d11cc1c72e2324bf7d3d175d4cde212f0ff3844daf4d58f86ce06\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23531922%2B3656457&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23531922+3656457.xml'.\n"
@@ -13591,7 +13591,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.02MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 2.88MB/s]\n",
       "SHA256 hash of downloaded file: b94544bd5db1183fc836ad46e2b2a55dfaef5c2cbab58f605ad84c68e55f531f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01045111-3327380' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01045111-3327380.xml'.\n"
@@ -13608,7 +13608,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 569kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.06MB/s]\n",
       "SHA256 hash of downloaded file: 3c20d08bbcb62c95beae40c2832c7a4d9e0bd820bacf091d5a5f52843481e56a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01045111-3327380&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01045111-3327380.xml'.\n"
@@ -13625,7 +13625,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 2.49MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 5.04MB/s]\n",
       "SHA256 hash of downloaded file: fa530abe673362b0787218ac7ef60f6bae0d5d27279b1f9355b7d44be2106d0b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=HN+Peg+B' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21442847+1446077.xml'.\n"
@@ -13642,7 +13642,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 405kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 588kB/s]\n",
       "SHA256 hash of downloaded file: e60839c04973c7079bc2792cd85b0c853f4502b04a16882bbb20b017dc712066\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=HN+Peg+B&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_HN Peg B.xml'.\n"
@@ -13659,7 +13659,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 3.43MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.41MB/s]\n",
       "SHA256 hash of downloaded file: 99a0a6a110ddad5c59471e7ff2f85f8ba69d5a15089c823e948ec963ae1ad7b3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01151621%2B3130061' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01151621+3130061.xml'.\n"
@@ -13676,7 +13676,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 242kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 597kB/s]\n",
       "SHA256 hash of downloaded file: f7f1c9b2d514040eba67e6e3c1b80ce5c7899550e8679252f68ea5d0866ae050\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01151621%2B3130061&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01151621+3130061.xml'.\n"
@@ -13693,7 +13693,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 3.88MB/s]\n",
+      "100%|█████████████████████████████████████| 7.47k/7.47k [00:00<00:00, 4.33MB/s]\n",
       "SHA256 hash of downloaded file: e585d2739eded498c08ef4e9951148466fffdf3f110dcde6c376d03bb7a61b01\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23392527%2B3507165' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23392527+3507165.xml'.\n"
@@ -13710,7 +13710,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 413kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 556kB/s]\n",
       "SHA256 hash of downloaded file: 8c57dea57ebabb398f45a7f6c5b0b639a8cd64e29e75cc6acd9d76573f5f22cc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23392527%2B3507165&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23392527+3507165.xml'.\n"
@@ -13727,7 +13727,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.12MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.89MB/s]\n",
       "SHA256 hash of downloaded file: 36ccb5ab02473280221e845c5cf21531f593c5c443b2d81081743c478377530b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00501994-3322402' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00501994-3322402.xml'.\n"
@@ -13744,7 +13744,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 495kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 606kB/s]\n",
       "SHA256 hash of downloaded file: 2d895704e9a9a30ea3d23047b0bd7a3dccc5db7d7c34a7b9847b394448c82008\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00501994-3322402&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00501994-3322402.xml'.\n"
@@ -13761,7 +13761,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.74k/7.74k [00:00<00:00, 4.15MB/s]\n",
+      "100%|█████████████████████████████████████| 7.74k/7.74k [00:00<00:00, 5.06MB/s]\n",
       "SHA256 hash of downloaded file: 2dd933be01da706a9be877593f76b09ab4a7d4d5c696685212e472504305c7c0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21392676%2B0220226' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21392676+0220226.xml'.\n"
@@ -13795,7 +13795,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.39MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.37MB/s]\n",
       "SHA256 hash of downloaded file: 3b5c0c96a7cd4f880a11a7f69780131609b0307d1deca805c48fde2fc7808646\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J2254188%2B312349' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22541892+3123498.xml'.\n"
@@ -13812,7 +13812,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 558kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 608kB/s]\n",
       "SHA256 hash of downloaded file: 0dde755d038f47f5c6bf7d5b55d5a9e7e9368d05a7b99ecf79006a6d8471bbab\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J2254188%2B312349&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J2254188+312349.xml'.\n"
@@ -13829,7 +13829,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.83MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.59MB/s]\n",
       "SHA256 hash of downloaded file: ca68f8e68c65321089e87725f95d360b3e556df307d90e60d405a42610f539cc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00163761%2B3448368' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00163761+3448368.xml'.\n"
@@ -13846,7 +13846,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 525kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 562kB/s]\n",
       "SHA256 hash of downloaded file: ed5f8740f6a69309de118c6ebfc058e438e4e88247a391e4702ecff5931ee397\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00163761%2B3448368&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00163761+3448368.xml'.\n"
@@ -13863,7 +13863,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.38MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 3.43MB/s]\n",
       "SHA256 hash of downloaded file: 90c19c9b00cb1b9ad1d8c754fa78ba94937d675d6dae7e2a51c0a670902bad9b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23092857%2B3246175' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23092857+3246175.xml'.\n"
@@ -13880,7 +13880,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 376kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.02MB/s]\n",
       "SHA256 hash of downloaded file: ad430736de9649c7a2a606b9376a699b5b7283c1491f725e81e63a5a3620b0c3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23092857%2B3246175&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23092857+3246175.xml'.\n"
@@ -13897,7 +13897,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.60MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.48MB/s]\n",
       "SHA256 hash of downloaded file: 318b3a15c033a1f2b86035ef9e13744b43efddcf009489e0615ebec2fe6b9054\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J020735.60%2B135556.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02073557+1355564.xml'.\n"
@@ -13914,7 +13914,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████████| 976/976 [00:00<00:00, 1.02MB/s]\n",
+      "100%|██████████████████████████████████████████| 976/976 [00:00<00:00, 568kB/s]\n",
       "SHA256 hash of downloaded file: 0ecd7e7d110f9f42ea4cca7f630a6429ff1d66038b074a75595b8fc5459f9347\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J020735.60%2B135556.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J020735.60+135556.3.xml'.\n"
@@ -13931,7 +13931,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.67MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.04MB/s]\n",
       "SHA256 hash of downloaded file: 042eee7828304d1f314148ae5bfecd5f97593cdc9dbd9277b677db6e90b9529e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21580457-1550098' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21580457-1550098.xml'.\n"
@@ -13948,7 +13948,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 225kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 565kB/s]\n",
       "SHA256 hash of downloaded file: d70b5329c9993dd9724957eb3f5131df7c0fc573afd7be0271c7cce4faaed5b3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21580457-1550098&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21580457-1550098.xml'.\n"
@@ -13965,7 +13965,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.54k/6.54k [00:00<00:00, 4.72MB/s]\n",
+      "100%|█████████████████████████████████████| 6.54k/6.54k [00:00<00:00, 4.13MB/s]\n",
       "SHA256 hash of downloaded file: 4190e309d577537284524beff38d7d64ad7548225ccc29bddb842957ea8a5cee\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01470204%2B2120242' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01470204+2120242.xml'.\n"
@@ -13982,7 +13982,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 559kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 553kB/s]\n",
       "SHA256 hash of downloaded file: 93254524116f7ebff9ccea48d412d6d0a70feb961201e5e7e5b94f6715b9f913\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01470204%2B2120242&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01470204+2120242.xml'.\n"
@@ -13999,7 +13999,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.52MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 3.55MB/s]\n",
       "SHA256 hash of downloaded file: cf7a937586498f2085975bcdee85a7e7987e0f1d772b6864a4eb373b36c4abee\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0205034%2B125142' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02050344+1251422.xml'.\n"
@@ -14016,7 +14016,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 505kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 435kB/s]\n",
       "SHA256 hash of downloaded file: 39096958724afa4be556ec14fe0befaafcd6fda1471ad253554a00ff9c14c2b6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0205034%2B125142&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0205034+125142.xml'.\n"
@@ -14033,7 +14033,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 3.61MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.73MB/s]\n",
       "SHA256 hash of downloaded file: f28a61efc7b62e7581e596b77cfb8c1aba1be9acc65a60d2429bdd12ef9f60e5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SV+P+2312' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21570181-1406481.xml'.\n"
@@ -14050,7 +14050,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 610kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 568kB/s]\n",
       "SHA256 hash of downloaded file: f2158c6a742e8f0647f891b7ebb9602ec13f3babc501bb4101164e44d89f44c3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SV+P+2312&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SV P 2312.xml'.\n"
@@ -14067,7 +14067,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.61MB/s]\n",
+      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.49MB/s]\n",
       "SHA256 hash of downloaded file: e86d51834ad227472c9433b417b69194350d31e3cca576ea3053fad770b91bc0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS-P+J0205.4-1159' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02052940-1159296.xml'.\n"
@@ -14084,7 +14084,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 394kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 622kB/s]\n",
       "SHA256 hash of downloaded file: 5647ccf8740d578a1e406afe0788ce06437134342b1b9d16d5aa7cf7bbd5db6d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=DENIS-P+J0205.4-1159&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_DENIS-P J0205.4-1159.xml'.\n"
@@ -14101,7 +14101,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.57MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.36MB/s]\n",
       "SHA256 hash of downloaded file: a3eb183a6c4a6d5100672b8ee0849b202bc57048cf55d6d8b8db831504ee22ff\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J21542494-1023022' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J21542494-1023022.xml'.\n"
@@ -14118,7 +14118,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 726kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 531kB/s]\n",
       "SHA256 hash of downloaded file: 34e1a56408b31f249cfd355f0b08bf6d1d955c9b3653fd4d4b190c465b1fd4f6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J21542494-1023022&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J21542494-1023022.xml'.\n"
@@ -14135,7 +14135,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 5.59MB/s]\n",
+      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 3.80MB/s]\n",
       "SHA256 hash of downloaded file: 5aa3ad5d047f2f4bd840d304873148a0af58bf950130a3952b25b9be18ffa5f2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J02055138-0759253' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02055138-0759253.xml'.\n"
@@ -14152,7 +14152,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 659kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 619kB/s]\n",
       "SHA256 hash of downloaded file: d6084043fd2402312a786ef923e58306904c47fe0a8b755eeb8ddc1c20bf0d30\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J02055138-0759253&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J02055138-0759253.xml'.\n"
@@ -14169,7 +14169,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.09MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.87MB/s]\n",
       "SHA256 hash of downloaded file: 13dd41c76d2c1ea4d8c3776b4653a6887fbea3df4a51183d60b86474f8c6d85f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J020742.48%2B000056.2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J02074284+0000564.xml'.\n"
@@ -14186,7 +14186,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 840kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 606kB/s]\n",
       "SHA256 hash of downloaded file: 301f018c6a2042d3527655ab003fccf04fd9f8d79f6e191d3dfd4b46418d41aa\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J020742.48%2B000056.2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J020742.48+000056.2.xml'.\n"
@@ -14203,7 +14203,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.70k/7.70k [00:00<00:00, 5.86MB/s]\n",
+      "100%|█████████████████████████████████████| 7.70k/7.70k [00:00<00:00, 4.98MB/s]\n",
       "SHA256 hash of downloaded file: 219915f518d888f658056f798fcbd79e65c413f5aac9cc33425b13f83ed9a3a9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J22341394%2B2359559' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22341394+2359559.xml'.\n"
@@ -14220,7 +14220,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 664kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 596kB/s]\n",
       "SHA256 hash of downloaded file: 4a1f47d70808cd947a1ae18fa798ece6938f3f1dfc2fc68fd1f9756b5fd3238c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J22341394%2B2359559&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J22341394+2359559.xml'.\n"
@@ -14237,7 +14237,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 1.58MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.66MB/s]\n",
       "SHA256 hash of downloaded file: c958c7453e25a2000359e57cd6bfaa9a50f3f7d790307abdbff75d76f66abab2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J22425317%2B2542573' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22425317+2542573.xml'.\n"
@@ -14254,7 +14254,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 306kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 955kB/s]\n",
       "SHA256 hash of downloaded file: 92f0ea79535d3ffe573148e3b1029ab4e3ff94aa35f629f2bc13cfd13aaef005\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J22425317%2B2542573&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J22425317+2542573.xml'.\n"
@@ -14288,7 +14288,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 568kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 562kB/s]\n",
       "SHA256 hash of downloaded file: 0c8136d2ef3434eb77ca187acd4a6d2013a33ea3e362f6966b473ef3d244c17f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01574939-1146113&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01574939-1146113.xml'.\n"
@@ -14305,7 +14305,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 5.30MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.99MB/s]\n",
       "SHA256 hash of downloaded file: a9213ae5908fdb1a65dff2c7c1c4cbcbe5c50aaffff285b371cc33359a0cc66a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J22120345%2B1641093' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22120345+1641093.xml'.\n"
@@ -14322,7 +14322,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 601kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 536kB/s]\n",
       "SHA256 hash of downloaded file: f82386d2b446e63155333e6eea00e569ffd94e694ffbfe34cd1249191f388e68\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J22120345%2B1641093&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J22120345+1641093.xml'.\n"
@@ -14339,7 +14339,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 5.85MB/s]\n",
+      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 4.40MB/s]\n",
       "SHA256 hash of downloaded file: 72d3af1d7e871d2767b496e9f178f8856426c1664a8a6aa9126a9b34cf2560e9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J011912.22%2B240331.6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01191207+2403317.xml'.\n"
@@ -14356,7 +14356,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 548kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 591kB/s]\n",
       "SHA256 hash of downloaded file: 0fcb7e36e098d3cc851a2eea44fe07f10eed8bb0c3f62d9b997836faa87c590f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J011912.22%2B240331.6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J011912.22+240331.6.xml'.\n"
@@ -14373,7 +14373,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.85k/6.85k [00:00<00:00, 2.71MB/s]\n",
+      "100%|█████████████████████████████████████| 6.85k/6.85k [00:00<00:00, 3.70MB/s]\n",
       "SHA256 hash of downloaded file: 07f20f0cd84a67648d91eee8fca4fac015bd69378812599ce77f222582c95e26\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J015141.69%2B124429.6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01514155+1244300.xml'.\n"
@@ -14390,7 +14390,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 518kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 687kB/s]\n",
       "SHA256 hash of downloaded file: aa229960008a752aa92d2771c553b5246f6b2261bbc541a2d6f3537d5e8bf334\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J015141.69%2B124429.6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J015141.69+124429.6.xml'.\n"
@@ -14407,7 +14407,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.11MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 5.69MB/s]\n",
       "SHA256 hash of downloaded file: ab6a5446af3939337b391e3b180f8de34ae0eefe861569584c6701e5b7847cc1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01550354%2B0950003' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01550354+0950003.xml'.\n"
@@ -14424,7 +14424,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 690kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 669kB/s]\n",
       "SHA256 hash of downloaded file: 77d9b32d03885fea7ac8fcbdb00d0f1518f4f89cabaee5a70f301bb2b32906f9\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01550354%2B0950003&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01550354+0950003.xml'.\n"
@@ -14441,7 +14441,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.29MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.73MB/s]\n",
       "SHA256 hash of downloaded file: 77bb603519486956eb1d85713a734a3b46e66f38f7687993e2da2442b524fb3b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23512200%2B3010540' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23512200+3010540.xml'.\n"
@@ -14458,7 +14458,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 621kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 651kB/s]\n",
       "SHA256 hash of downloaded file: 59489728290f70743c7256bbc9558dc630bba3b2164233c6d80ed54f2df9ba48\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23512200%2B3010540&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23512200+3010540.xml'.\n"
@@ -14475,7 +14475,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 3.82MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.52MB/s]\n",
       "SHA256 hash of downloaded file: d40f5c051f2a651cfd6cf681170de26aa5a2b21c4d6f95d9311d642ac04bec27\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00150206%2B2959323' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00150206+2959323.xml'.\n"
@@ -14492,7 +14492,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 201kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 611kB/s]\n",
       "SHA256 hash of downloaded file: 33054fbe042fe7bfae85d2f21f7777e48e7e9409a08f1d021cb42aa71079d7f3\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00150206%2B2959323&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00150206+2959323.xml'.\n"
@@ -14509,7 +14509,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 5.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.58k/7.58k [00:00<00:00, 4.41MB/s]\n",
       "SHA256 hash of downloaded file: fe3d39163ce655984bee2dec3038ebdbf94a5c778f63d568a24939e414ef4376\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01414839-1601196' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01414839-1601196.xml'.\n"
@@ -14526,7 +14526,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 573kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 576kB/s]\n",
       "SHA256 hash of downloaded file: b66b953f1669f0675d384aaba162aa594ad07d25e5d5e1e3a368f3fffd4cdd31\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01414839-1601196&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01414839-1601196.xml'.\n"
@@ -14543,7 +14543,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 8.65MB/s]\n",
+      "100%|█████████████████████████████████████| 7.56k/7.56k [00:00<00:00, 4.42MB/s]\n",
       "SHA256 hash of downloaded file: b153ec5658b5372906ff3761f111544edc8f0f817b8b642f43a8dfa194b96775\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J22021302-0228558' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22021302-0228558.xml'.\n"
@@ -14560,7 +14560,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 518kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 577kB/s]\n",
       "SHA256 hash of downloaded file: 2c7002fa9a008645194da9927d96164b32a1f893cf1bbebe0849d796bf4b3bcb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J22021302-0228558&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J22021302-0228558.xml'.\n"
@@ -14577,7 +14577,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 3.64MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 3.68MB/s]\n",
       "SHA256 hash of downloaded file: d50c61502ef1c68f8a08dcb75047e7acb5eaad0930888a5d85e0d1c56a81fd1c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=NLTT+6012a' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01481478+1202447.xml'.\n"
@@ -14594,7 +14594,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 587kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 601kB/s]\n",
       "SHA256 hash of downloaded file: c7a547da0d6a88d35572aa9b31bad1d5e5905548f611a97fe0c13e9d51c05aca\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=NLTT+6012a&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_NLTT 6012a.xml'.\n"
@@ -14611,7 +14611,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 1.75MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.03MB/s]\n",
       "SHA256 hash of downloaded file: 9fb78afe5b237ca53487f2c47a92cf1aeddd0d8581dcba1f5182178e80361899\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=LP+589-7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01572792+0116433.xml'.\n"
@@ -14628,7 +14628,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 450kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 611kB/s]\n",
       "SHA256 hash of downloaded file: ea4f6673051a5b63145b7113409adba224663a528346bd8e4ad0ae0c1ef0f820\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=LP+589-7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_LP 589-7.xml'.\n"
@@ -14645,7 +14645,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 5.33MB/s]\n",
+      "100%|█████████████████████████████████████| 7.40k/7.40k [00:00<00:00, 3.95MB/s]\n",
       "SHA256 hash of downloaded file: a13470514af61d4f1b2a18ebe12375a1b5a9678ebf4413ce5dc54e014955aa15\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=NLTT+53908' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22274034+1753215.xml'.\n"
@@ -14662,7 +14662,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 275kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 598kB/s]\n",
       "SHA256 hash of downloaded file: 97b18988a77eb1afbb7b31f05e38940a4c4656bb8fb388dee25ce61a47321c06\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=NLTT+53908&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_NLTT 53908.xml'.\n"
@@ -14679,7 +14679,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.11MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 3.13MB/s]\n",
       "SHA256 hash of downloaded file: 42eaed50c3f223a0e0094f71925991b51ec4eade4e0404a7f18eed5dcf6e3159\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J2244316%2B204343' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22443167+2043433.xml'.\n"
@@ -14696,7 +14696,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 508kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 553kB/s]\n",
       "SHA256 hash of downloaded file: 985b6b0366386b713b5b78668488f436ea9282b498589f75f7b266ac95b38afa\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J2244316%2B204343&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J2244316+204343.xml'.\n"
@@ -14713,7 +14713,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 3.77MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.63MB/s]\n",
       "SHA256 hash of downloaded file: 8618de85bd282d48f120c3588983ae00b09b1f9a876e1a47ed8de1f1e0d22296\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01443536-0716142' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01443536-0716142.xml'.\n"
@@ -14730,7 +14730,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 681kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 622kB/s]\n",
       "SHA256 hash of downloaded file: 096a3da4988d3a131661c600c1dc29fbf289e66eac21e4d1ca716067029b1b85\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01443536-0716142&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01443536-0716142.xml'.\n"
@@ -14747,7 +14747,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.94MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.96MB/s]\n",
       "SHA256 hash of downloaded file: 036509945f933f500345ecac10a52b18b361e9e4f155eaa5f8b8ab49f3211240\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01330461-1355271' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01330461-1355271.xml'.\n"
@@ -14764,7 +14764,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 486kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: 9579974290f0ae9630f5f2700e5fa186c29dd8b538c4007bd13568abf4e856bb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01330461-1355271&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01330461-1355271.xml'.\n"
@@ -14781,7 +14781,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 4.35MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 3.68MB/s]\n",
       "SHA256 hash of downloaded file: 6832d5e33b8d08149041af274199119fcb4d4d5b51c688d155b68bbb6f563124\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01423153%2B0523285' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01423153+0523285.xml'.\n"
@@ -14798,7 +14798,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 592kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 587kB/s]\n",
       "SHA256 hash of downloaded file: 8f56e9f73dd15f88113c7f07e0a514bb4ab1ab849bfecdc55262c6e2fffa7797\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01423153%2B0523285&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01423153+0523285.xml'.\n"
@@ -14815,7 +14815,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.13MB/s]\n",
+      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.08MB/s]\n",
       "SHA256 hash of downloaded file: 7d277cf4126dfe705b51c0889f40d52f38591ee005be95dde848bb04391a3676\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01170586%2B1752568' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01170586+1752568.xml'.\n"
@@ -14832,7 +14832,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 502kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 551kB/s]\n",
       "SHA256 hash of downloaded file: b696926069c2fa648af6e37b2826ecdf296f769f2a0fb9ed29cbc3b5da8cd252\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01170586%2B1752568&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01170586+1752568.xml'.\n"
@@ -14849,7 +14849,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 5.11MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.34MB/s]\n",
       "SHA256 hash of downloaded file: 8aa5b32b863f3c876ca9264d3c2057d390dd4eb913304ea9c80227a5e6847f68\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=IPMS+J013656.57%2B093347.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01365662+0933473.xml'.\n"
@@ -14866,7 +14866,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 347kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 581kB/s]\n",
       "SHA256 hash of downloaded file: 9d4c9b36795eaef46f8b9bd82b2c837b47b6e9c8ae48e4991abc19f66c7695f2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=IPMS+J013656.57%2B093347.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_IPMS J013656.57+093347.3.xml'.\n"
@@ -14883,7 +14883,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 2.99MB/s]\n",
       "SHA256 hash of downloaded file: fe6504c7a0ff768a4acf702ab7962488b8b0031f1b856aa39575e29a10746af4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J000013.54%2B255418.6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00001354+2554180.xml'.\n"
@@ -14900,7 +14900,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 650kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 587kB/s]\n",
       "SHA256 hash of downloaded file: 05d4c6405b90fae8747c008b396804170980f949d4e9825da078fcb8b8b52acd\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J000013.54%2B255418.6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J000013.54+255418.6.xml'.\n"
@@ -14917,7 +14917,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.65k/7.65k [00:00<00:00, 4.54MB/s]\n",
+      "100%|█████████████████████████████████████| 7.65k/7.65k [00:00<00:00, 6.25MB/s]\n",
       "SHA256 hash of downloaded file: 41e3aae07ed1de2998435c727d6a010dcc88ee6447b7ab335e2ca04ce2c90ac1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J003609.26%2B241343.3' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00360925+2413434.xml'.\n"
@@ -14934,7 +14934,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 494kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.52MB/s]\n",
       "SHA256 hash of downloaded file: ab3cc1515aaeaceca786a60d5985c25e04e2ec6f8d6ed8dd1d3ae1946a68a7f0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J003609.26%2B241343.3&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J003609.26+241343.3.xml'.\n"
@@ -14951,7 +14951,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 6.93k/6.93k [00:00<00:00, 4.98MB/s]\n",
+      "100%|█████████████████████████████████████| 6.93k/6.93k [00:00<00:00, 4.33MB/s]\n",
       "SHA256 hash of downloaded file: 5f570b19a7839e02a0ad5475f3f9a12a68685e1585fa6eabcd96b1e1b3daed0f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23515044-2537367' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23515044-2537367.xml'.\n"
@@ -14968,7 +14968,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 808kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 614kB/s]\n",
       "SHA256 hash of downloaded file: 94af0fd145b88abbc383f54bdd8ed96aecb04bb8ed9ae93a16dff8ce9c7f9663\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23515044-2537367&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23515044-2537367.xml'.\n"
@@ -14985,7 +14985,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 3.65MB/s]\n",
+      "100%|█████████████████████████████████████| 7.46k/7.46k [00:00<00:00, 4.03MB/s]\n",
       "SHA256 hash of downloaded file: 68aa987ecbde88de57d69e5b7dc3d3eeea64547ecb588e3f083564ace38c2055\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01405263%2B0453302' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01405263+0453302.xml'.\n"
@@ -15002,7 +15002,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 483kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 546kB/s]\n",
       "SHA256 hash of downloaded file: 06ce74856687289fe71469d2307f57a3caa3f6b6a675cbef8bb092b00770da8b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01405263%2B0453302&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01405263+0453302.xml'.\n"
@@ -15019,7 +15019,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.20MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.95MB/s]\n",
       "SHA256 hash of downloaded file: 18e8afc75606c570b4169a666d383acb00a464a9956dc236c6ce064b04d1bc3f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=Gliese+866AB' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22383372-1517573.xml'.\n"
@@ -15036,7 +15036,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 850kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 625kB/s]\n",
       "SHA256 hash of downloaded file: 09ed75256c9eae1d5fafbcfefd203f82d4a1ae2bf81ccb1ecf202562e4de66a0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=Gliese+866AB&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_Gliese 866AB.xml'.\n"
@@ -15053,7 +15053,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.56MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 5.01MB/s]\n",
       "SHA256 hash of downloaded file: 048d4d2e0dd03616981cf15dd25091d6600140007561951edb40304d1d8a82ed\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J0103320%2B193536' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01033203+1935361.xml'.\n"
@@ -15070,7 +15070,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 414kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 605kB/s]\n",
       "SHA256 hash of downloaded file: cfbdec5afadd015c3be2a400fa3a1dc836a635bcac4d041af1107541bef688a0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J0103320%2B193536&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J0103320+193536.xml'.\n"
@@ -15087,7 +15087,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.72MB/s]\n",
+      "100%|█████████████████████████████████████| 7.52k/7.52k [00:00<00:00, 4.57MB/s]\n",
       "SHA256 hash of downloaded file: 3a42c364f0483a75e9e43146676b966babd840cc8715278f3f5ba17583043075\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J000250.98%2B245413.8' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00025097+2454141.xml'.\n"
@@ -15104,7 +15104,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 496kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 612kB/s]\n",
       "SHA256 hash of downloaded file: 5a1e02439caabd1ea269df179211e0cd10e9a161f26ed8178f76909b0b864f4f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J000250.98%2B245413.8&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J000250.98+245413.8.xml'.\n"
@@ -15121,7 +15121,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.19k/7.19k [00:00<00:00, 4.08MB/s]\n",
+      "100%|█████████████████████████████████████| 7.19k/7.19k [00:00<00:00, 5.09MB/s]\n",
       "SHA256 hash of downloaded file: eb0bce58a5a1ba79528df3856dd490e1ae43acc4cf535e40ed0f253275867b27\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=DENIS-P+J225210.73-173013.4' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22521073-1730134.xml'.\n"
@@ -15138,7 +15138,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 832kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 538kB/s]\n",
       "SHA256 hash of downloaded file: 1d15685ff2a20969077cb2b9a8d9a543dc30394730b4fe25981edd20361994d8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=DENIS-P+J225210.73-173013.4&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_DENIS-P J225210.73-173013.4.xml'.\n"
@@ -15155,7 +15155,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 3.98MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.47MB/s]\n",
       "SHA256 hash of downloaded file: 6c800eb43a7b87d974a14aba4ddc1682627358c4b030fb058442e2d5356f8e8d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J01340281%2B0508125' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01340281+0508125.xml'.\n"
@@ -15172,7 +15172,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 271kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 611kB/s]\n",
       "SHA256 hash of downloaded file: fc5f4cc93812ed2ec68be0a1f2e539f974ceacd7861bff5e5339651c85247926\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J01340281%2B0508125&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J01340281+0508125.xml'.\n"
@@ -15189,7 +15189,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.00MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.37MB/s]\n",
       "SHA256 hash of downloaded file: 29cb11273b769454ec7bf80e145f041e3ce275094be57e8da3d70f00219bca8a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J2224438-015852' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22244381-0158521.xml'.\n"
@@ -15206,7 +15206,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 567kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 610kB/s]\n",
       "SHA256 hash of downloaded file: 91f1783c81156a991b8a7abae34f14372fc32c16c23af1eb43bb28faa0fbaef6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J2224438-015852&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J2224438-015852.xml'.\n"
@@ -15223,7 +15223,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.74MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 3.96MB/s]\n",
       "SHA256 hash of downloaded file: db1aa4c9f3c2ca9a63f2d6d8160855d49edcde6e50dce8aff2b7e3730e5508d1\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00583814-1747311' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00583814-1747311.xml'.\n"
@@ -15240,7 +15240,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 524kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 464kB/s]\n",
       "SHA256 hash of downloaded file: 493fd489be8707c4ae7f74046ab97cabfac5d4c3f089fa24f39e6111511922d2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00583814-1747311&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00583814-1747311.xml'.\n"
@@ -15257,7 +15257,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.18MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.91MB/s]\n",
       "SHA256 hash of downloaded file: 0dcccfbe3958b5fb0cdc20a876e4b871a6aeb9ac9a0572702a1f0034438d32d4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=NLTT+2914' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00524886+1712434.xml'.\n"
@@ -15274,7 +15274,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 498kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 600kB/s]\n",
       "SHA256 hash of downloaded file: 798a3b41cd95c0c3d94612dd772190d32bdc55c905c808fbc5d96f86b7b1d260\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=NLTT+2914&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_NLTT 2914.xml'.\n"
@@ -15291,7 +15291,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.08MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.41MB/s]\n",
       "SHA256 hash of downloaded file: 118c44d6103f69539db3cf69a2dd4d06a562a1244ef7a9766ddd5d96ae8a3fb8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0036159%2B182110' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00361617+1821104.xml'.\n"
@@ -15308,7 +15308,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 517kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 674kB/s]\n",
       "SHA256 hash of downloaded file: 6c4fe9d5abea9f9377bb150c1903ce48716a7e555c8d5e0031b0b3b9772ebad6\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0036159%2B182110&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0036159+182110.xml'.\n"
@@ -15325,7 +15325,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 4.85MB/s]\n",
+      "100%|█████████████████████████████████████| 7.51k/7.51k [00:00<00:00, 5.11MB/s]\n",
       "SHA256 hash of downloaded file: a5ff5d115043c5f123736f61b9a5ed4c9c4f432c2bd898715b17fd29745e1f0f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0051107-154417' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00511078-1544169.xml'.\n"
@@ -15342,7 +15342,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 576kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 587kB/s]\n",
       "SHA256 hash of downloaded file: 6bdd65b76136a6571a4acfa04cbc9e4da72cc053e1563888b9959455f1322695\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0051107-154417&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0051107-154417.xml'.\n"
@@ -15359,7 +15359,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.24MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.98MB/s]\n",
       "SHA256 hash of downloaded file: 0367d40116ff07dab6388fd7fb31f604403d9c92f21a00e86cbcf60b26b6bba0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00554279%2B1301043' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00554279+1301043.xml'.\n"
@@ -15376,7 +15376,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 520kB/s]\n",
+      "100%|█████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 1.52MB/s]\n",
       "SHA256 hash of downloaded file: af518d7ba346661710bbb7577363237877d9f15f60ea7fafcf3acb01347b0567\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00554279%2B1301043&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00554279+1301043.xml'.\n"
@@ -15393,7 +15393,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 3.78MB/s]\n",
+      "100%|█████████████████████████████████████| 7.49k/7.49k [00:00<00:00, 4.71MB/s]\n",
       "SHA256 hash of downloaded file: f8a032aee90804f1505946b5a5dd7b6f5add0b1b902cb1cbaaf70b5de030786d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=NLTT+57259' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23343735-1646042.xml'.\n"
@@ -15410,7 +15410,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 515kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 590kB/s]\n",
       "SHA256 hash of downloaded file: f9659101ebe0ba84e4cc3e071f64c7565c60270db8e0f322446cd1c3d6fa7cdb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=NLTT+57259&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_NLTT 57259.xml'.\n"
@@ -15427,7 +15427,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.77MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.45MB/s]\n",
       "SHA256 hash of downloaded file: a986b95069a03b0e2cbdc79570d801fcbae6df50783eb42837ac1d3c9ecce639\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23294790-1607550' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23294790-1607551.xml'.\n"
@@ -15444,7 +15444,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 557kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 589kB/s]\n",
       "SHA256 hash of downloaded file: 5b9b28167a3177024da3c646603ab359304987b506f45652eed1d9572b185061\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23294790-1607550&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23294790-1607550.xml'.\n"
@@ -15461,7 +15461,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.36MB/s]\n",
+      "100%|█████████████████████████████████████| 7.50k/7.50k [00:00<00:00, 5.59MB/s]\n",
       "SHA256 hash of downloaded file: 275528ae75fae9c32f02233f1f23c80c4daf9089a364b63816319fb336515a1f\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J224953.45%2B004404.2' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J22495345+0044046.xml'.\n"
@@ -15478,7 +15478,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 449kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 567kB/s]\n",
       "SHA256 hash of downloaded file: 24ed7d71f584cdc64dd26cbf0f9ef1ebab9b4b07381591965d852bf16ce30240\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J224953.45%2B004404.2&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J224953.45+004404.2.xml'.\n"
@@ -15495,7 +15495,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.49MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.18MB/s]\n",
       "SHA256 hash of downloaded file: 5af77b407205574939945b4da40f81b02248d2de0be24663a2fa5505383b0d38\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J010752.33%2B004156.1' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J01075242+0041563.xml'.\n"
@@ -15512,7 +15512,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 449kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 629kB/s]\n",
       "SHA256 hash of downloaded file: 4577c3d578096565bbb7a5502ecd56b5146cc8505c6c64883da88d2a67b797e5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J010752.33%2B004156.1&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J010752.33+004156.1.xml'.\n"
@@ -15529,7 +15529,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 5.24MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 3.86MB/s]\n",
       "SHA256 hash of downloaded file: 17585fcd548ac1d20fa4f836703abfdd6f5ebc564f7b0b4e2f0c7deae90fddb4\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00451330%2B1228538' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00451330+1228538.xml'.\n"
@@ -15546,7 +15546,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 606kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 548kB/s]\n",
       "SHA256 hash of downloaded file: 713788a6b7a828e02e5dafcbf385d3be328158e1e011afebc5a5db2674411805\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00451330%2B1228538&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00451330+1228538.xml'.\n"
@@ -15563,7 +15563,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.35MB/s]\n",
+      "100%|█████████████████████████████████████| 7.55k/7.55k [00:00<00:00, 4.01MB/s]\n",
       "SHA256 hash of downloaded file: 7cb0b4a5259c60e8fa46d0e2a6a2440ded4916b0b43fe9637666d6c4a2e27dc8\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSW+J0030300-145033' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00303013-1450333.xml'.\n"
@@ -15580,7 +15580,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 567kB/s]\n",
+      "100%|█████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 1.25MB/s]\n",
       "SHA256 hash of downloaded file: 62f2f49ae83ebe8d170fa27235e26bdb20bdb2b542e1af3ae28628b27896affc\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSW+J0030300-145033&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSW J0030300-145033.xml'.\n"
@@ -15597,7 +15597,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.74MB/s]\n",
+      "100%|█████████████████████████████████████| 7.54k/7.54k [00:00<00:00, 4.46MB/s]\n",
       "SHA256 hash of downloaded file: 1032ff0d0e36f5c51b7d38d36cdf05cdafeb411ca825e3d626b62f38e53882ba\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23343177-1509294' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23343177-1509294.xml'.\n"
@@ -15614,7 +15614,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 525kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 429kB/s]\n",
       "SHA256 hash of downloaded file: 04726541da01ed2c57f3c0a66ce75eb7d99f0dbd070398c9c9769e82c0f7ae91\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23343177-1509294&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23343177-1509294.xml'.\n"
@@ -15631,7 +15631,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 4.34MB/s]\n",
+      "100%|█████████████████████████████████████| 7.48k/7.48k [00:00<00:00, 5.09MB/s]\n",
       "SHA256 hash of downloaded file: 81bdd2bdd87dcdc4da0a4d590ce14eef28596df240a945e703cb1ee2a30250a2\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSSp+J003259.36%2B141036.6' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00325937+1410371.xml'.\n"
@@ -15648,7 +15648,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 532kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 605kB/s]\n",
       "SHA256 hash of downloaded file: 88b9913d78d73c43136c67b986d8a1e6ab787ab999d8ed0ab27f35760bca57b0\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSSp+J003259.36%2B141036.6&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSSp J003259.36+141036.6.xml'.\n"
@@ -15665,7 +15665,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.40MB/s]\n",
+      "100%|█████████████████████████████████████| 7.57k/7.57k [00:00<00:00, 4.06MB/s]\n",
       "SHA256 hash of downloaded file: cacd03407eea748ca8a0149d3220a696d4947dc101e3c4c517fa061d2a9c62db\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J2356547-155310' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23565477-1553111.xml'.\n"
@@ -15682,7 +15682,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 474kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 525kB/s]\n",
       "SHA256 hash of downloaded file: 9ad884f7187465c2f17e8fd65bcac57789bee51366f58fb6d3555e459fdcbfd7\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J2356547-155310&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J2356547-155310.xml'.\n"
@@ -15699,7 +15699,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 5.92MB/s]\n",
+      "100%|█████████████████████████████████████| 7.64k/7.64k [00:00<00:00, 4.18MB/s]\n",
       "SHA256 hash of downloaded file: a8e83620874789dd67ecc9ee95866dc083135bdd24e89de9aed1802c2591964d\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00115060-1523450' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00115060-1523450.xml'.\n"
@@ -15716,7 +15716,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 517kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 643kB/s]\n",
       "SHA256 hash of downloaded file: a119e0ca1e1b733438ab8f87987736691d210765fd32518152fab5679b4ed378\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00115060-1523450&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00115060-1523450.xml'.\n"
@@ -15733,7 +15733,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 4.71MB/s]\n",
+      "100%|█████████████████████████████████████| 7.44k/7.44k [00:00<00:00, 4.54MB/s]\n",
       "SHA256 hash of downloaded file: 87013ad8ce1052623a0d707e288809c7016d34f6e51881fccbfce5e90be7ca6c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASSI+J2339101%2B135230' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23391025+1352284.xml'.\n"
@@ -15750,7 +15750,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 564kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 571kB/s]\n",
       "SHA256 hash of downloaded file: f39fe6b8f0c402f20fd1afe10dc3ccaf3c4498dae013de4d9164086d232d5486\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASSI+J2339101%2B135230&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASSI J2339101+135230.xml'.\n"
@@ -15767,7 +15767,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.65k/7.65k [00:00<00:00, 5.16MB/s]\n",
+      "100%|█████████████████████████████████████| 7.65k/7.65k [00:00<00:00, 4.62MB/s]\n",
       "SHA256 hash of downloaded file: c43f333f4910cb6c5fdc2c8f008f469b855f1456dd28e56f40631fa79bde840e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=SDSS+J232804.58-103845.7' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23280459-1038452.xml'.\n"
@@ -15784,7 +15784,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 520kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 603kB/s]\n",
       "SHA256 hash of downloaded file: 16720c75807d874f78aae4ef3d3f0ebdede084cb47ba4469bb9945fd6763f965\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=SDSS+J232804.58-103845.7&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_SDSS J232804.58-103845.7.xml'.\n"
@@ -15801,7 +15801,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.19k/7.19k [00:00<00:00, 5.10MB/s]\n",
+      "100%|█████████████████████████████████████| 7.19k/7.19k [00:00<00:00, 4.37MB/s]\n",
       "SHA256 hash of downloaded file: 71680bdec0b8e84f60b8c22d8a4627f3f59486cfb8f1daed072f589b2e2572d5\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00335534-0908247' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00335534-0908247.xml'.\n"
@@ -15835,7 +15835,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 5.49MB/s]\n",
+      "100%|█████████████████████████████████████| 7.45k/7.45k [00:00<00:00, 4.52MB/s]\n",
       "SHA256 hash of downloaded file: 91bb924ecf24bfedc70c0a75b414da291a44fa8cd3c8c6bf28fad9d26c12a493\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00345157%2B0523050' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00345157+0523050.xml'.\n"
@@ -15852,7 +15852,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 533kB/s]\n",
+      "100%|██████████████████████████████████████| 1.04k/1.04k [00:00<00:00, 527kB/s]\n",
       "SHA256 hash of downloaded file: df87ad07bf8e60bf0ba27f046b3550d31208e9fc35bc731128be4aeec578b822\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00345157%2B0523050&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00345157+0523050.xml'.\n"
@@ -15869,7 +15869,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 4.55MB/s]\n",
+      "100%|█████████████████████████████████████| 7.62k/7.62k [00:00<00:00, 4.84MB/s]\n",
       "SHA256 hash of downloaded file: 8f2c456ce9a80b86ded5663d8eda3104877a5b30fe0ab2c43059057bb74f2868\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J00013044%2B1010146' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00013044+1010146.xml'.\n"
@@ -15886,7 +15886,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 543kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 581kB/s]\n",
       "SHA256 hash of downloaded file: 8a355d3668b4f426bc9f477be5dfd2b23aa21f4a3cf581317b9becbdb15b8a3a\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J00013044%2B1010146&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J00013044+1010146.xml'.\n"
@@ -15903,7 +15903,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 5.42MB/s]\n",
+      "100%|█████████████████████████████████████| 7.41k/7.41k [00:00<00:00, 4.70MB/s]\n",
       "SHA256 hash of downloaded file: 11c3d08039a4f077b124f7755c9016ffe00b12eec2e75b2ea0b20f04245dd79b\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=NLTT+184' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J00054517+0723423.xml'.\n"
@@ -15920,7 +15920,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 636kB/s]\n",
+      "100%|██████████████████████████████████████| 1.01k/1.01k [00:00<00:00, 610kB/s]\n",
       "SHA256 hash of downloaded file: 5d5bec688be1d221e94d49178d94d0e51d2ad55fe43b4444059ecbaff66aa45e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=NLTT+184&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_NLTT 184.xml'.\n"
@@ -15937,7 +15937,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.55MB/s]\n",
+      "100%|█████████████████████████████████████| 7.43k/7.43k [00:00<00:00, 4.48MB/s]\n",
       "SHA256 hash of downloaded file: 2a7a27da6203e9a5354627a7484fa783202511c376415f6d5eeee32bd65ebb31\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=2MASS+J23355852-0013040' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23355852-0013040.xml'.\n"
@@ -15954,7 +15954,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 393kB/s]\n",
+      "100%|██████████████████████████████████████| 1.03k/1.03k [00:00<00:00, 463kB/s]\n",
       "SHA256 hash of downloaded file: 7c37cf0acb284ae8bed406dcdeb6ee69ad390b3544cc980b594881e48a5cb501\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=2MASS+J23355852-0013040&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_2MASS J23355852-0013040.xml'.\n"
@@ -15971,7 +15971,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 5.22MB/s]\n",
+      "100%|█████████████████████████████████████| 7.53k/7.53k [00:00<00:00, 4.43MB/s]\n",
       "SHA256 hash of downloaded file: 4e55272edfd2a0be4b25d1b59e0f46db58a406fcb19a0ec3f7fd11d1a3cb777c\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/dl.php?ID=NLTT+57956' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/J23470713+0219127.xml'.\n"
@@ -15988,7 +15988,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 437kB/s]\n",
+      "100%|██████████████████████████████████████| 1.02k/1.02k [00:00<00:00, 569kB/s]\n",
       "SHA256 hash of downloaded file: 1a4edd58baa80902190da485de31031e645fcaa21b0df29a7471f246cde1a855\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
       "Downloading data from 'http://svocats.cab.inta-csic.es/spex/ssap.php?ID=NLTT+57956&label=spec_vot' to file '/Users/tomasstolker/applications/species/docs/tutorials/data/spex/spex_NLTT 57956.xml'.\n"
@@ -16005,10 +16005,10 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 4.22MB/s]\n",
+      "100%|█████████████████████████████████████| 7.38k/7.38k [00:00<00:00, 5.53MB/s]\n",
       "SHA256 hash of downloaded file: dba35c99763f4b26e04a62f9757e2ea5659008c4d9c7f2c9a3f887a9ca7cd7bb\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n",
-      "/Users/tomasstolker/applications/species/species/phot/syn_phot.py:88: UserWarning: Please note that a manually provided zero-point flux is by default equalized to a magnitude of 0.03 for all filters. The magnitude of Vega can be adjusted in the configuration file (see https://species.readthedocs.io/en/latest/configuration.html) by setting the 'vega_mag' parameter. Currently the parameter is set to 0.03.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/phot/syn_phot.py:88: UserWarning: Please note that a manually provided zero-point flux is by default equalized to a magnitude of 0.03 for all filters. The magnitude of Vega can be adjusted in the configuration file (see https://species.readthedocs.io/en/latest/configuration.html) by setting the 'vega_mag' parameter. Currently the parameter is set to 0.03.\n",
       "  warnings.warn(\n"
      ]
     },
@@ -16016,7 +16016,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Adding spectra... 2MASS J05160945-0445499 "
+      "Adding spectra... 2MASS J07290002-3954043 "
      ]
     },
     {
@@ -16030,7 +16030,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Adding spectra... 2MASS J14313097+1436539"
+      "Adding spectra... 2MASS J14113696+2112471"
      ]
     },
     {
@@ -16044,7 +16044,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Adding spectra... SDSS J000013.54+255418.6    "
+      "Adding spectra... LSR 1826+3014               "
      ]
     },
     {
@@ -16060,13 +16060,6 @@
      "text": [
       "Adding spectra... [DONE]                    \n"
      ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING: BlankResponseWarning: Warning: The script line number 3 raised an error (recorded in the `errors` attribute of the result table): Identifier not found in the database : 2MASS J14162394+1348363 [astroquery.simbad.core]\n"
-     ]
     }
    ],
    "source": [
@@ -16110,7 +16103,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|███████████████████████████████████████| 156M/156M [00:00<00:00, 54.5GB/s]\n",
+      "100%|████████████████████████████████████████| 156M/156M [00:00<00:00, 200GB/s]\n",
       "SHA256 hash of downloaded file: 325f3ea3ed13c51e08daacbd08811fde04762c29994bfbcc17f42223bf3432ea\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
      ]
@@ -16120,9 +16113,7 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "Unpacking 439/439 model spectra from AMES-Cond (150 MB)...data/ames-cond\n",
-      "data/ames-cond.tgz\n",
-      " [DONE]\n",
+      "Unpacking 439/439 model spectra from AMES-Cond (150 MB)... [DONE]\n",
       "\n",
       "Wavelength range (um) = 0.5 - 40\n",
       "Sampling (lambda/d_lambda) = 4000\n",
@@ -16190,7 +16181,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████| 60.4M/60.4M [00:00<00:00, 21.8GB/s]\n",
+      "100%|█████████████████████████████████████| 60.4M/60.4M [00:00<00:00, 62.4GB/s]\n",
       "SHA256 hash of downloaded file: c389dd52b35bcba2d9850921c97eee043c2ff0654cc24efc47baa2345c05254e\n",
       "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n"
      ]
@@ -16200,9 +16191,7 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "Unpacking 195/195 model spectra from AMES-Dusty (58 MB)...data/ames-dusty\n",
-      "data/ames-dusty.tgz\n",
-      " [DONE]\n",
+      "Unpacking 195/195 model spectra from AMES-Dusty (58 MB)... [DONE]\n",
       "\n",
       "Wavelength range (um) = 0.5 - 40\n",
       "Sampling (lambda/d_lambda) = 4000\n",
@@ -16268,7 +16257,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|████████████████████████████████████████| 240k/240k [00:00<00:00, 365MB/s]"
+      "100%|████████████████████████████████████████| 240k/240k [00:00<00:00, 341MB/s]"
      ]
     },
     {
@@ -16300,7 +16289,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|████████████████████████████████████████| 185k/185k [00:00<00:00, 227MB/s]"
+      "100%|████████████████████████████████████████| 185k/185k [00:00<00:00, 221MB/s]"
      ]
     },
     {
@@ -16393,9 +16382,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/tomasstolker/applications/species/species/phot/syn_phot.py:363: UserWarning: Spectum contains NaN so can not calculate the error.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/phot/syn_phot.py:360: UserWarning: Spectum contains NaN so can not calculate the error.\n",
       "  warnings.warn(\"Spectum contains NaN so can not calculate the error.\")\n",
-      "/Users/tomasstolker/applications/species/species/phot/syn_phot.py:485: UserWarning: Spectum contains NaN so can not calculate the error.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/phot/syn_phot.py:482: UserWarning: Spectum contains NaN so can not calculate the error.\n",
       "  warnings.warn(\"Spectum contains NaN so can not calculate the error.\")\n"
      ]
     },
@@ -16403,7 +16392,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Returning ColorMagBox with 463 objects\n"
+      "Returning ColorMagBox with 462 objects\n"
      ]
     }
    ],
@@ -16477,27 +16466,27 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 2.9180307893338338, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 501.3730414241427, 'logg': 2.9180307893338338, 'radius': 1.4638670830301985, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 2.9180307893338338, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 501.3730414241427, 'logg': 2.9180307893338338, 'radius': 1.4638670830301985, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 2.9730768802029495, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 502.5270292688421, 'logg': 2.9730768802029495, 'radius': 1.441670727659954, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 2.9730768802029495, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 502.5270292688421, 'logg': 2.9730768802029495, 'radius': 1.441670727659954, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.0355631548565696, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 504.9233097703563, 'logg': 3.0355631548565696, 'radius': 1.4150903616033272, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.0355631548565696, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 504.9233097703563, 'logg': 3.0355631548565696, 'radius': 1.4150903616033272, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.1025651389931803, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 507.4927628068724, 'logg': 3.1025651389931803, 'radius': 1.3865891063317703, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.1025651389931803, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 507.4927628068724, 'logg': 3.1025651389931803, 'radius': 1.3865891063317703, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.207337823869265, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 520.0556848108937, 'logg': 3.207337823869265, 'radius': 1.328194511799377, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.207337823869265, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 520.0556848108937, 'logg': 3.207337823869265, 'radius': 1.328194511799377, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.3065271787010397, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 534.0174915985033, 'logg': 3.3065271787010397, 'radius': 1.274758290992437, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.3065271787010397, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 534.0174915985033, 'logg': 3.3065271787010397, 'radius': 1.274758290992437, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.3387964574578715, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 543.9916323051601, 'logg': 3.3387964574578715, 'radius': 1.2725698348137873, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.3387964574578715, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 543.9916323051601, 'logg': 3.3387964574578715, 'radius': 1.2725698348137873, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.372282732356024, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 556.2475974396231, 'logg': 3.372282732356024, 'radius': 1.2706911157956755, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.372282732356024, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 556.2475974396231, 'logg': 3.372282732356024, 'radius': 1.2706911157956755, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.407135965646942, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 570.8634694648467, 'logg': 3.407135965646942, 'radius': 1.269118495295348, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.407135965646942, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 570.8634694648467, 'logg': 3.407135965646942, 'radius': 1.269118495295348, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.444507945285873, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 586.5355899585918, 'logg': 3.444507945285873, 'radius': 1.2674322258801856, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.444507945285873, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 586.5355899585918, 'logg': 3.444507945285873, 'radius': 1.2674322258801856, 'distance': 10.0}.\n",
       "  warnings.warn(\n",
-      "/Users/tomasstolker/applications/species/species/read/read_isochrone.py:1011: UserWarning: The value of logg is 3.484580694074335, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 603.3402910634309, 'logg': 3.484580694074335, 'radius': 1.2656240944588282, 'distance': 10.0}.\n",
+      "/Users/tomasstolker/.pyenv/versions/3.11.5/envs/species3.11/lib/python3.11/site-packages/species/read/read_isochrone.py:1020: UserWarning: The value of logg is 3.484580694074335, which is below the lower bound of the model grid (3.5). Setting the magnitudes to NaN for the following isochrone sample: {'teff': 603.3402910634309, 'logg': 3.484580694074335, 'radius': 1.2656240944588282, 'distance': 10.0}.\n",
       "  warnings.warn(\n"
      ]
     }
diff --git a/species/data/database.py b/species/data/database.py
index d8d0173..5f1f584 100644
--- a/species/data/database.py
+++ b/species/data/database.py
@@ -377,18 +377,22 @@ def add_companion(
             if parallax is None:
                 parallax = tuple(comp_data[item]["parallax"])
 
-            app_mag = comp_data[item]["app_mag"]
+            if "app_mag" in comp_data[item]:
+                app_mag = comp_data[item]["app_mag"]
 
-            for key, value in app_mag.items():
-                if isinstance(value[0], list):
-                    mag_list = []
-                    for mag_item in value:
-                        mag_list.append(tuple(mag_item))
+                for key, value in app_mag.items():
+                    if isinstance(value[0], list):
+                        mag_list = []
+                        for mag_item in value:
+                            mag_list.append(tuple(mag_item))
 
-                    app_mag[key] = mag_list
+                        app_mag[key] = mag_list
 
-                else:
-                    app_mag[key] = tuple(value)
+                    else:
+                        app_mag[key] = tuple(value)
+
+            else:
+                app_mag = None
 
             self.add_object(
                 object_name=item,
diff --git a/species/fit/fit_evolution.py b/species/fit/fit_evolution.py
index 8d9a5d9..998e922 100644
--- a/species/fit/fit_evolution.py
+++ b/species/fit/fit_evolution.py
@@ -18,7 +18,7 @@
 except:
     warnings.warn(
         "PyMultiNest could not be imported. "
-        "Perhaps because MultiNest was not build "
+        "Perhaps because MultiNest was not built "
         "and/or found at the LD_LIBRARY_PATH "
         "(Linux) or DYLD_LIBRARY_PATH (Mac)?"
     )
@@ -87,14 +87,19 @@ def __init__(
         mass_prior : tuple(float, float), list(tuple(float, float)), None
             Optional list with tuples that contain the (dynamical)
             masses and the related uncertainty for one or multiple
-            objects. These masses we be used as normal prior with
+            objects. These masses will be used as normal prior with
             the fit. The order should be identical to ``log_lum``.
+            For fitting multiple objects, an item in the list can be
+            to ``None`` to not apply the normal prior on a specific
+            object.
         radius_prior : tuple(float, float), list(tuple(float, float)), None
             Optional list with tuples that contain the radii (e.g.
             from and SED fit) and the related uncertainty for one
-            or multiple objects. These radii we be used as normal
+            or multiple objects. These radii will be used as normal
             prior with the fit. The order should be identical to
-            ``log_lum``.
+            ``log_lum``. For fitting multiple objects, an item in
+            the list can be to ``None`` to not apply the normal
+            prior on a specific object.
         bounds : dict(str, tuple(float, float)), None
             The boundaries that are used for the uniform or
             log-uniform priors. Fixing a parameter is possible by
@@ -121,10 +126,6 @@ def __init__(
         print(f"Evolution model: {self.evolution_model}")
         print(f"Luminosity log(L/Lsun): {self.log_lum}")
 
-        print(f"\nAge prior: {self.age_prior}")
-        print(f"Mass prior (Rjup): {self.mass_prior}")
-        print(f"Radius prior (Rjup): {self.radius_prior}")
-
         if isinstance(self.log_lum, tuple):
             self.log_lum = [self.log_lum]
 
@@ -191,88 +192,81 @@ def __init__(
             verbose=False,
         )
 
+        # Check if the log_lum values are within the
+        # available range of the evolutionary grid
+
+        _, _, _, _, grid_log_lum, _, _, _ = self.read_iso._read_data()
+
+        for planet_idx in range(self.n_planets):
+            if self.log_lum[planet_idx][0] < np.amin(grid_log_lum):
+                warnings.warn(
+                    f"The luminosity of the object with index {planet_idx}, "
+                    f"log_lum={self.log_lum[planet_idx][0]}, is smaller than "
+                    f"the minimum luminosity in the '{self.evolution_model}' "
+                    f"grid, log(L/Lsun)={np.amin(grid_log_lum)}."
+                )
+
+            if self.log_lum[planet_idx][0] > np.amax(grid_log_lum):
+                warnings.warn(
+                    f"The luminosity of the object with index {planet_idx}, "
+                    f"log_lum={self.log_lum[planet_idx][0]}, is larger than "
+                    f"the maximum luminosity in the '{self.evolution_model}' "
+                    f"grid, log(L/Lsun)={np.amax(grid_log_lum)}."
+                )
+
         # Prior boundaries
 
         if self.bounds is not None:
             # Set manual prior boundaries
 
             bounds_grid = {}
-            for key, value in self.read_iso.grid_points().items():
-                if key in ["age", "mass"]:
-                    bounds_grid[key] = (value[0], value[-1])
-
-            for key, value in bounds_grid.items():
-                if key not in self.bounds:
-                    # Set the parameter boundaries to the grid
-                    # boundaries if set to None or not found
-                    if key == "age":
-                        self.bounds[key] = bounds_grid[key]
-
+            for param_key, param_value in self.read_iso.grid_points().items():
+                if param_key in ["age", "mass"]:
+                    bounds_grid[param_key] = (param_value[0], param_value[-1])
+
+            for param_key, param_value in bounds_grid.items():
+                for planet_idx in range(self.n_planets):
+                    if param_key == "age":
+                        param_new = param_key
                     else:
-                        for i in range(self.n_planets):
-                            if f"{key}_{i}" not in self.bounds:
-                                self.bounds[f"{key}_{i}"] = bounds_grid[key]
+                        param_new = f"{param_key}_{planet_idx}"
 
-                else:
-                    if self.bounds[key][0] < bounds_grid[key][0]:
-                        warnings.warn(
-                            f"The lower bound on {key} "
-                            f"({self.bounds[key][0]}) is smaller than "
-                            f"the lower bound from the available "
-                            f"evolution model grid "
-                            f"({bounds_grid[key][0]}). The lower bound "
-                            f"of the {key} prior will be adjusted to "
-                            f"{bounds_grid[key][0]}."
-                        )
+                    if param_new not in self.bounds:
+                        # Set the parameter boundaries to the grid
+                        # boundaries if set to None or not found
+                        self.bounds[param_new] = bounds_grid[param_key]
 
-                        if key == "age":
-                            self.bounds[key] = (
-                                bounds_grid[key][0],
-                                self.bounds[key][1],
+                    else:
+                        if self.bounds[param_new][0] < bounds_grid[param_key][0]:
+                            warnings.warn(
+                                f"The lower bound on {param_new} "
+                                f"({self.bounds[param_new][0]}) is smaller than "
+                                f"the lower bound from the available "
+                                f"evolution model grid "
+                                f"({bounds_grid[param_key][0]}). The lower bound "
+                                f"of the {param_new} prior will be adjusted to "
+                                f"{bounds_grid[param_key][0]}."
                             )
 
-                        else:
-                            for i in range(self.n_planets):
-                                self.bounds[f"{key}_{i}"] = (
-                                    bounds_grid[key][0],
-                                    self.bounds[key][1],
-                                )
-
-                    if self.bounds[key][1] > bounds_grid[key][1]:
-                        warnings.warn(
-                            f"The upper bound on {key} "
-                            f"({self.bounds[key][1]}) is larger than the "
-                            f"upper bound from the available evolution "
-                            f"model grid ({bounds_grid[key][1]}). The "
-                            f"bound of the {key} prior will be adjusted "
-                            f"to {bounds_grid[key][1]}."
-                        )
-
-                        if key == "age":
-                            self.bounds[key] = (
-                                self.bounds[key][0],
-                                bounds_grid[key][1],
+                            self.bounds[param_new] = (
+                                bounds_grid[param_key][0],
+                                self.bounds[param_new][1],
                             )
 
-                        else:
-                            for i in range(self.n_planets):
-                                if f"{key}_{i}" in self.bounds:
-                                    self.bounds[f"{key}_{i}"] = (
-                                        self.bounds[f"{key}_{i}"][0],
-                                        bounds_grid[key][1],
-                                    )
-
-                                else:
-                                    self.bounds[f"{key}_{i}"] = (
-                                        self.bounds[key][0],
-                                        bounds_grid[key][1],
-                                    )
-
-                    if key != "age":
-                        for i in range(self.n_planets):
-                            self.bounds[f"{key}_{i}"] = self.bounds[key]
+                        if self.bounds[param_new][1] > bounds_grid[param_key][1]:
+                            warnings.warn(
+                                f"The upper bound on {param_new} "
+                                f"({self.bounds[param_new][1]}) is larger than the "
+                                f"upper bound from the available evolution "
+                                f"model grid ({bounds_grid[param_key][1]}). The "
+                                f"bound of the {param_new} prior will be adjusted "
+                                f"to {bounds_grid[param_key][1]}."
+                            )
 
-                        del self.bounds[key]
+                            self.bounds[param_new] = (
+                                self.bounds[param_new][0],
+                                bounds_grid[param_key][1],
+                            )
 
             for i in range(self.n_planets):
                 if f"inflate_lbol{i}" in self.bounds:
@@ -336,7 +330,13 @@ def __init__(
         for param_key, param_value in self.bounds.items():
             print(f"   - {param_key} = {param_value}")
 
+        print(f"\nNormal priors (mean, sigma):")
+        print(f"   - Age: {self.age_prior}")
+        print(f"   - Mass (Mjup): {self.mass_prior}")
+        print(f"   - Radius (Rjup): {self.radius_prior}")
+
         if len(self.normal_prior) > 0:
+            # Not used by the current implementation
             print("\nNormal priors (mean, sigma):")
             for param_key, param_value in self.normal_prior.items():
                 if -0.1 < param_value[0] < 0.1:
@@ -359,7 +359,7 @@ def run_multinest(
         Function to run the ``PyMultiNest`` wrapper of the
         ``MultiNest`` sampler. While ``PyMultiNest`` can be
         installed with ``pip`` from the PyPI repository,
-        ``MultiNest`` has to be build manually. See the
+        ``MultiNest`` has to be built manually. See the
         ``PyMultiNest`` documentation for details:
         http://johannesbuchner.github.io/PyMultiNest/install.html.
         Note that the library path of ``MultiNest`` should be set
diff --git a/species/fit/fit_model.py b/species/fit/fit_model.py
index 24b63a4..20f2871 100644
--- a/species/fit/fit_model.py
+++ b/species/fit/fit_model.py
@@ -24,7 +24,7 @@
 except:
     warnings.warn(
         "PyMultiNest could not be imported. "
-        "Perhaps because MultiNest was not build "
+        "Perhaps because MultiNest was not built "
         "and/or found at the LD_LIBRARY_PATH "
         "(Linux) or DYLD_LIBRARY_PATH (Mac)?"
     )
@@ -2095,7 +2095,7 @@ def run_multinest(
         Function to run the ``PyMultiNest`` wrapper of the
         ``MultiNest`` sampler. While ``PyMultiNest`` can be
         installed with ``pip`` from the PyPI repository,
-        ``MultiNest`` has to to be build manually. See the
+        ``MultiNest`` has to to be built manually. See the
         `PyMultiNest documentation <http://johannesbuchner.
         github.io/PyMultiNest/install.html>`_. The library
         path of ``MultiNest`` should be set to the
diff --git a/species/fit/retrieval.py b/species/fit/retrieval.py
index b32e578..0c647ac 100644
--- a/species/fit/retrieval.py
+++ b/species/fit/retrieval.py
@@ -27,7 +27,7 @@
 except:
     warnings.warn(
         "PyMultiNest could not be imported. "
-        "Perhaps because MultiNest was not build "
+        "Perhaps because MultiNest was not built "
         "and/or found at the LD_LIBRARY_PATH "
         "(Linux) or DYLD_LIBRARY_PATH (Mac)?"
     )
@@ -3584,7 +3584,7 @@ def setup_retrieval(
         for spec_value in self.spectrum.values():
             data_spec_res.append(spec_value[3])
         if len(data_spec_res) == 0:
-            data_spec_res.append(40) # for photometry only retrievals
+            data_spec_res.append(40)  # for photometry only retrievals
         max_spec_res = max(data_spec_res)
 
         if max_spec_res > 1000.0 and self.res_mode == "c-k":