From caa032e8b206e583774d68aafa65715b35ae563c Mon Sep 17 00:00:00 2001 From: Allen Downey Date: Thu, 15 Oct 2020 14:35:03 -0400 Subject: [PATCH] Updating notebooks --- 01_query.ipynb | 6 +- 02_coords.ipynb | 18 +- 03_motion.ipynb | 197 +++++++++--------- 04_select.ipynb | 525 ++++++++++++++++++++++++----------------------- 05_join.ipynb | 47 ++--- 06_photo.ipynb | 55 +++-- 07_plot.ipynb | 175 +++++++++------- README.md | 21 +- environment.yml | 2 +- test_setup.ipynb | 41 +++- 10 files changed, 573 insertions(+), 514 deletions(-) diff --git a/01_query.ipynb b/01_query.ipynb index ff38659..33b77fb 100644 --- a/01_query.ipynb +++ b/01_query.ipynb @@ -4,11 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Astronomical Data in Python\n", - "\n", - "Copyright 2020 [Allen B. Downey](https://allendowney.com)\n", - "\n", - "[MIT License](https://opensource.org/licenses/MIT)" + "# Lesson 1" ] }, { diff --git a/02_coords.ipynb b/02_coords.ipynb index 0749945..de3444c 100644 --- a/02_coords.ipynb +++ b/02_coords.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Introduction\n", + "# Lesson 2\n", "\n", "This is the second in a series of lessons related to astronomy data.\n", "\n", @@ -19,8 +19,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Lesson 2\n", - "\n", "We'll start with an example that does a \"cone search\"; that is, it selects stars that appear in a circular region of the sky.\n", "\n", "Then, to select stars in the vicinity of GD-1, we'll:\n", @@ -150,7 +148,7 @@ "data": { "text/html": [ "Table length=10\n", - "\n", + "
\n", "\n", "\n", "\n", @@ -1806,10 +1804,10 @@ " parallax float64 mas Parallax 0\n", " parallax_error float64 mas Standard error of parallax 0\n", "radial_velocity float64 km / s Radial velocity 139374\n", - "Jobid: 1601903357321O\n", + "Jobid: 1602708843725O\n", "Phase: COMPLETED\n", "Owner: None\n", - "Output file: async_20201005090917.vot\n", + "Output file: async_20201014165403.vot\n", "Results: None\n" ] } @@ -1897,7 +1895,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "-rw-rw-r-- 1 downey downey 8.6M Oct 5 09:09 gd1_results.fits\r\n" + "-rw-rw-r-- 1 downey downey 8.6M Oct 14 16:54 gd1_results.fits\r\n" ] } ], @@ -1909,7 +1907,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The file is about 8.6 MB." + "The file is about 8.6 MB. If you are using Windows, `ls` might not work; in that case, try:\n", + "\n", + "```\n", + "!dir gd1_results.fits\n", + "```" ] }, { diff --git a/03_motion.ipynb b/03_motion.ipynb index 110e278..a6c72ef 100644 --- a/03_motion.ipynb +++ b/03_motion.ipynb @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -75,7 +75,7 @@ "IN_COLAB = 'google.colab' in sys.modules\n", "\n", "if IN_COLAB:\n", - " !pip install astroquery astro-gala pyia" + " !pip install astroquery astro-gala pyia python-wget" ] }, { @@ -93,16 +93,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", + "from wget import download\n", "\n", "filename = 'gd1_results.fits'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_results.fits" + " print(download(path+filename))" ] }, { @@ -114,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -134,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -153,7 +155,7 @@ "radial_velocity float64 km / s Radial velocity" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -175,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -191,7 +193,7 @@ " 'radial_velocity']" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -209,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -273,7 +275,7 @@ " 143.7702681295401" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -291,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -300,7 +302,7 @@ "astropy.table.column.Column" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -318,14 +320,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Row index=0\n", - "
source_id
int64
4057468321929794432
\n", + "
\n", "\n", "\n", "\n", @@ -341,7 +343,7 @@ "637987125186749568 142.48301935991023 21.75771616932985 -2.5168384683875766 2.941813096629439 -0.2573448962333354 0.823720794509811 1e+20" ] }, - "execution_count": 10, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -359,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -368,7 +370,7 @@ "astropy.table.row.Row" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -390,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -399,7 +401,7 @@ "142.48301935991023" ] }, - "execution_count": 12, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -417,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -426,7 +428,7 @@ "142.48301935991023" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -457,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -485,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -547,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -556,7 +558,7 @@ "pyia.data.GaiaData" ] }, - "execution_count": 17, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -577,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -586,7 +588,7 @@ "astropy.coordinates.sky_coordinate.SkyCoord" ] }, - "execution_count": 18, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -629,7 +631,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -642,7 +644,7 @@ " 8.61768705e+03, 1.70849584e+03, 1.04578649e+03] pc>" ] }, - "execution_count": 19, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -657,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -675,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -695,7 +697,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -704,7 +706,7 @@ "astropy.coordinates.sky_coordinate.SkyCoord" ] }, - "execution_count": 22, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -726,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 20, "metadata": { "scrolled": true }, @@ -745,7 +747,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -786,7 +788,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -795,7 +797,7 @@ "astropy.table.table.Table" ] }, - "execution_count": 25, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -806,7 +808,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -815,7 +817,7 @@ "pyia.data.GaiaData" ] }, - "execution_count": 26, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -826,7 +828,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -835,7 +837,7 @@ "astropy.coordinates.sky_coordinate.SkyCoord" ] }, - "execution_count": 27, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -868,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -877,7 +879,7 @@ "(140340, 8)" ] }, - "execution_count": 28, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -900,7 +902,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1010,7 +1012,7 @@ "4 0.486224 1.000000e+20 " ] }, - "execution_count": 29, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1035,7 +1037,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1044,7 +1046,7 @@ "(140340, 10)" ] }, - "execution_count": 30, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1064,7 +1066,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1073,7 +1075,7 @@ "(140340, 12)" ] }, - "execution_count": 31, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1125,7 +1127,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1134,7 +1136,7 @@ "pandas.core.series.Series" ] }, - "execution_count": 32, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1155,7 +1157,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1164,7 +1166,7 @@ "pandas.core.series.Series" ] }, - "execution_count": 33, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1179,7 +1181,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1188,7 +1190,7 @@ "dtype('bool')" ] }, - "execution_count": 34, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1206,7 +1208,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1220,7 +1222,7 @@ "Name: phi2, dtype: bool" ] }, - "execution_count": 35, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1238,7 +1240,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1247,7 +1249,7 @@ "pandas.core.frame.DataFrame" ] }, - "execution_count": 36, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1268,21 +1270,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 34, "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'df' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m phi_mask = ((df['phi2'] > phi2_min) & \n\u001b[0m\u001b[1;32m 2\u001b[0m (df['phi2'] < phi2_max))\n", - "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined" - ] - } - ], + "outputs": [], "source": [ "phi_mask = ((df['phi2'] > phi2_min) & \n", " (df['phi2'] < phi2_max))" @@ -1299,7 +1289,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1308,7 +1298,7 @@ "25084" ] }, - "execution_count": 38, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1326,7 +1316,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1335,7 +1325,7 @@ "25084" ] }, - "execution_count": 39, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1354,7 +1344,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -1413,7 +1403,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1432,7 +1422,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1449,7 +1439,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1485,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1510,7 +1500,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1527,7 +1517,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -1536,7 +1526,7 @@ "1049" ] }, - "execution_count": 46, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1554,7 +1544,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -1563,7 +1553,7 @@ "1049" ] }, - "execution_count": 47, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1582,7 +1572,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1628,7 +1618,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1637,7 +1627,7 @@ "astropy.table.table.Table" ] }, - "execution_count": 49, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1675,7 +1665,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1691,7 +1681,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -1713,7 +1703,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Exercise:** We're going to need `centerline` later as well. Write a line or two of code to add it as a second Dataset in the HDF5 file." + "**Exercise:** We're going to need `centerline` and `selected` later as well. Write a line or two of code to add it as a second Dataset in the HDF5 file." ] }, { @@ -1724,7 +1714,8 @@ "source": [ "# Solution\n", "\n", - "centerline.to_hdf(filename, 'centerline')" + "centerline.to_hdf(filename, 'centerline')\n", + "selected.to_hdf(filename, 'selected')" ] }, { @@ -1753,14 +1744,14 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "-rw-rw-r-- 1 downey downey 17M Oct 5 09:17 gd1_dataframe.hdf5\r\n" + "-rw-rw-r-- 1 downey downey 17M Oct 14 16:54 gd1_dataframe.hdf5\r\n" ] } ], @@ -1772,12 +1763,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "And we can read it back like this:" + "If you are using Windows, `ls` might not work; in that case, try:\n", + "\n", + "```\n", + "!dir gd1_dataframe.hdf5\n", + "```\n", + "\n", + "We can read the file back like this:" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -1786,7 +1783,7 @@ "(140340, 12)" ] }, - "execution_count": 54, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } diff --git a/04_select.ipynb b/04_select.ipynb index 99abe34..aefe0ba 100644 --- a/04_select.ipynb +++ b/04_select.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Introduction\n", + "## Lesson 4\n", "\n", "This is the fourth in a series of lessons related to astronomy data.\n", "\n", @@ -14,16 +14,13 @@ "\n", "In the second notebook, we write a query to select stars from the region of the sky where we expect GD-1 to be, and save the results in a FITS file.\n", "\n", - "In the third notebook, we read that data back and identified stars with the proper motion we expect for GD-1.\n", - "\n" + "In the third notebook, we read that data back and identified stars with the proper motion we expect for GD-1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Lesson 4\n", - "\n", "Here are the steps in this notebook:\n", "\n", "1. Using data from the previous notebook, we'll identify the values of proper motion for stars likely to be in GD-1.\n", @@ -68,7 +65,7 @@ "IN_COLAB = 'google.colab' in sys.modules\n", "\n", "if IN_COLAB:\n", - " !pip install astroquery astro-gala pyia" + " !pip install astroquery astro-gala pyia python-wget" ] }, { @@ -87,23 +84,26 @@ "outputs": [], "source": [ "import os\n", + "from wget import download\n", "\n", "filename = 'gd1_dataframe.hdf5'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_dataframe.hdf5" + " print(download(path+filename))" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "df = pd.read_hdf(filename, 'df')\n", - "centerline = pd.read_hdf(filename, 'centerline')" + "centerline = pd.read_hdf(filename, 'centerline')\n", + "selected = pd.read_hdf(filename, 'selected')" ] }, { @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -135,156 +135,24 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "import astropy.units as u\n", "\n", - "pm1_rect = [pm1_min, pm1_min, pm1_max, pm1_max] * u.mas/u.yr\n", - "pm2_rect = [pm2_min, pm2_max, pm2_max, pm2_min] * u.mas/u.yr" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "But we also need to specify right ascension and declination. For those, we'll use a point in the center of the selected region." + "pm1_rect = [pm1_min, pm1_min, pm1_max, pm1_max, pm1_min] * u.mas/u.yr\n", + "pm2_rect = [pm2_min, pm2_max, pm2_max, pm2_min, pm2_min] * u.mas/u.yr" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "phi1 = [-50, -50, -50, -50] * u.deg\n", - "phi2 = [2, 2, 2, 2] * u.deg" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can put the coordinates and proper motion into the `GD1Koposov10` object." - ] - }, - { - "cell_type": "code", - "execution_count": 7, + "execution_count": 99, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import gala.coordinates as gc\n", - "\n", - "corners = gc.GD1Koposov10(phi1=phi1, phi2=phi2,\n", - " pm_phi1_cosphi2=pm1_rect, \n", - " pm_phi2=pm2_rect)\n", - "corners" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And translate the the ICRS frame." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/latex": [ - "$[-3.0392085,~-5.7154808,~-4.6190435,~-1.9427713] \\; \\mathrm{\\frac{mas}{yr}}$" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import astropy.coordinates as coord\n", - "\n", - "corners_icrs = corners.transform_to(coord.ICRS)\n", - "corners_icrs.pm_ra_cosdec" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/latex": [ - "$[-8.6494631,~-6.8951635,~-5.2224934,~-6.9767929] \\; \\mathrm{\\frac{mas}{yr}}$" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "corners_icrs.pm_dec" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To see whether the transform worked as expected, we'll plot the polygon over the proper motions in ICRS, which we can select from `centerline`:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "pmra = centerline['pmra']\n", - "pmdec = centerline['pmdec']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here's the transformed polygon superimposed on a scatter plot of proper motion in the ICRS frame." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -296,72 +164,31 @@ } ], "source": [ - "import matplotlib.pyplot as plt\n", + "pm1 = centerline['pm_phi1']\n", + "pm2 = centerline['pm_phi2']\n", + "plt.plot(pm1, pm2, 'ko', markersize=0.3, alpha=0.3)\n", "\n", - "plt.plot(pmra, pmdec, 'ko', markersize=0.3, alpha=0.3)\n", - "plt.plot(corners_icrs.pm_ra_cosdec,\n", - " corners_icrs.pm_dec, '-')\n", + "pm1 = selected['pm_phi1']\n", + "pm2 = selected['pm_phi2']\n", + "plt.plot(pm1, pm2, 'gx', markersize=0.3, alpha=0.3)\n", "\n", - "plt.xlabel('Proper motion ra (ICRS)')\n", - "plt.ylabel('Proper motion dec (ICRS)')\n", + "plt.plot(pm1_rect, pm2_rect, '-')\n", + " \n", + "plt.xlabel('Proper motion phi1 (GD1 frame)')\n", + "plt.ylabel('Proper motion phi2 (GD1 frame)')\n", "\n", - "plt.xlim([-10, 5])\n", - "plt.ylim([-20, 5]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The transformed polygon does not contain the region of high density, so it looks like the transformation did not work as expected.\n", - "\n", - "An alternative is to choose a bounding box that is as big as needed to cover the region of high density. Here are the bounds we chose." + "plt.xlim(-12, 8)\n", + "plt.ylim(-10, 10);" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "pmra_min = -7 \n", - "pmra_max = -2\n", - "pmdec_min = -15\n", - "pmdec_max = -11" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To see what they look like on the plot, we'll make a list of coordinates for the four corners." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "pmra_rect = [pmra_min, pmra_min, pmra_max, pmra_max] * u.mas/u.yr\n", - "pmdec_rect = [pmdec_min, pmdec_max, pmdec_max, pmdec_min] * u.mas/u.yr" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here's what the rectangle we chose looks like." - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 119, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -373,21 +200,195 @@ } ], "source": [ - "plt.plot(pmra, pmdec, 'ko', markersize=0.3, alpha=0.3)\n", - "plt.plot(pmra_rect, pmdec_rect, '-')\n", + "pm1 = centerline['pmra']\n", + "pm2 = centerline['pmdec']\n", + "plt.plot(pm1, pm2, 'ko', markersize=0.3, alpha=0.3)\n", "\n", - "plt.xlabel('Proper motion ra (ICRS)')\n", - "plt.ylabel('Proper motion dec (ICRS)')\n", + "pm1 = selected['pmra']\n", + "pm2 = selected['pmdec']\n", + "plt.plot(pm1, pm2, 'gx', alpha=0.3)\n", + " \n", + "plt.xlabel('Proper motion phi1 (ICRS frame)')\n", + "plt.ylabel('Proper motion phi2 (ICRS frame)')\n", "\n", "plt.xlim([-10, 5])\n", "plt.ylim([-20, 5]);" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 115, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1049, 2)" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "The advantage of the ICRS frame is that we can use ADQL to do this selection on the Gaia server, rather than downloading a lot of data we don't need." + "import numpy as np\n", + "\n", + "points = selected[['pmra','pmdec']].to_numpy()\n", + "points.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.spatial import ConvexHull\n", + "\n", + "hull = ConvexHull(points)\n", + "hull" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 692, 873, 141, 303, 42, 622, 45, 83, 127, 182, 1006,\n", + " 971, 967, 1001, 969, 940], dtype=int32)" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hull.vertices" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ -4.05037121, -14.75623261],\n", + " [ -3.41981085, -14.72365546],\n", + " [ -3.03521988, -14.44357135],\n", + " [ -2.26847919, -13.7140236 ],\n", + " [ -2.61172203, -13.24797471],\n", + " [ -2.73471401, -13.09054471],\n", + " [ -3.19923146, -12.5942653 ],\n", + " [ -3.34082546, -12.47611926],\n", + " [ -5.67489413, -11.16083338],\n", + " [ -5.95159272, -11.10547884],\n", + " [ -6.42394023, -11.05981295],\n", + " [ -7.09631023, -11.95187806],\n", + " [ -7.30641519, -12.24559977],\n", + " [ -7.04016696, -12.88580702],\n", + " [ -6.00347705, -13.75912098],\n", + " [ -4.42442296, -14.74641176]])" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pm_vertices = points[hull.vertices]\n", + "pm_vertices" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['-4.050371212154984',\n", + " '-14.75623260987968',\n", + " '-3.4198108491382455',\n", + " '-14.723655456335619',\n", + " '-3.035219883740934',\n", + " '-14.443571352854612',\n", + " '-2.268479190206636',\n", + " '-13.714023598831554',\n", + " '-2.611722027231764',\n", + " '-13.247974712069263',\n", + " '-2.7347140078529106',\n", + " '-13.090544709622938',\n", + " '-3.199231461993783',\n", + " '-12.594265302440828',\n", + " '-3.34082545787549',\n", + " '-12.476119260818695',\n", + " '-5.674894125178565',\n", + " '-11.160833381392624',\n", + " '-5.95159272432137',\n", + " '-11.105478836426514',\n", + " '-6.423940229776128',\n", + " '-11.05981294804957',\n", + " '-7.096310230579248',\n", + " '-11.951878058650085',\n", + " '-7.306415190921692',\n", + " '-12.245599765990594',\n", + " '-7.040166963232815',\n", + " '-12.885807024935527',\n", + " '-6.0034770546523735',\n", + " '-13.759120984106968',\n", + " '-4.42442296194263',\n", + " '-14.7464117578883']" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = [str(x) for x in pm_vertices.flatten()]\n", + "t" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'-4.050371212154984, -14.75623260987968, -3.4198108491382455, -14.723655456335619, -3.035219883740934, -14.443571352854612, -2.268479190206636, -13.714023598831554, -2.611722027231764, -13.247974712069263, -2.7347140078529106, -13.090544709622938, -3.199231461993783, -12.594265302440828, -3.34082545787549, -12.476119260818695, -5.674894125178565, -11.160833381392624, -5.95159272432137, -11.105478836426514, -6.423940229776128, -11.05981294804957, -7.096310230579248, -11.951878058650085, -7.306415190921692, -12.245599765990594, -7.040166963232815, -12.885807024935527, -6.0034770546523735, -13.759120984106968, -4.42442296194263, -14.7464117578883'" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pm_point_list = ', '.join(t)\n", + "pm_point_list" ] }, { @@ -429,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 159, "metadata": {}, "outputs": [], "source": [ @@ -457,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 160, "metadata": {}, "outputs": [], "source": [ @@ -473,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 161, "metadata": {}, "outputs": [ { @@ -482,7 +483,7 @@ "'135.30559858565638, 8.398623940157561, 126.50951508623503, 13.44494195652069, 163.0173655836748, 54.24242734020255, 172.9328536286811, 46.47260492416258'" ] }, - "execution_count": 17, + "execution_count": 161, "metadata": {}, "output_type": "execute_result" } @@ -506,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 162, "metadata": {}, "outputs": [], "source": [ @@ -529,7 +530,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 163, "metadata": {}, "outputs": [ { @@ -538,7 +539,7 @@ "'135.30559858565638, 8.398623940157561, 126.50951508623503, 13.44494195652069, 163.0173655836748, 54.24242734020255, 172.9328536286811, 46.47260492416258'" ] }, - "execution_count": 19, + "execution_count": 163, "metadata": {}, "output_type": "execute_result" } @@ -561,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 164, "metadata": {}, "outputs": [], "source": [ @@ -584,7 +585,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 165, "metadata": {}, "outputs": [], "source": [ @@ -597,8 +598,8 @@ " AND bp_rp BETWEEN -0.75 AND 2 \n", " AND 1 = CONTAINS(POINT(ra, dec), \n", " POLYGON({point_list}))\n", - " AND pmra BETWEEN {pmra_min} AND {pmra_max} \n", - " AND pmdec BETWEEN {pmdec_min} AND {pmdec_max}\n", + " AND 1 = CONTAINS(POINT(pmra, pmdec),\n", + " POLYGON({pm_point_list}))\n", "\"\"\"" ] }, @@ -611,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 166, "metadata": {}, "outputs": [], "source": [ @@ -627,7 +628,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 167, "metadata": {}, "outputs": [ { @@ -641,8 +642,8 @@ " AND bp_rp BETWEEN -0.75 AND 2 \n", " AND 1 = CONTAINS(POINT(ra, dec), \n", " POLYGON(135.30559858565638, 8.398623940157561, 126.50951508623503, 13.44494195652069, 163.0173655836748, 54.24242734020255, 172.9328536286811, 46.47260492416258))\n", - " AND pmra BETWEEN -7 AND -2 \n", - " AND pmdec BETWEEN -15 AND -11\n", + " AND 1 = CONTAINS(POINT(pmra, pmdec),\n", + " POLYGON(-4.050371212154984, -14.75623260987968, -3.4198108491382455, -14.723655456335619, -3.035219883740934, -14.443571352854612, -2.268479190206636, -13.714023598831554, -2.611722027231764, -13.247974712069263, -2.7347140078529106, -13.090544709622938, -3.199231461993783, -12.594265302440828, -3.34082545787549, -12.476119260818695, -5.674894125178565, -11.160833381392624, -5.95159272432137, -11.105478836426514, -6.423940229776128, -11.05981294804957, -7.096310230579248, -11.951878058650085, -7.306415190921692, -12.245599765990594, -7.040166963232815, -12.885807024935527, -6.0034770546523735, -13.759120984106968, -4.42442296194263, -14.7464117578883))\n", "\n" ] } @@ -652,10 +653,7 @@ "\n", "query = query_base.format(columns=columns, \n", " point_list=point_list,\n", - " pmra_min=pmra_min,\n", - " pmra_max=pmra_max,\n", - " pmdec_min=pmdec_min,\n", - " pmdec_max=pmdec_max)\n", + " pm_point_list=pm_point_list)\n", "print(query)" ] }, @@ -668,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 168, "metadata": { "scrolled": true }, @@ -688,7 +686,7 @@ "\tPort: 443\n", "\tSSL Port: 443\n", "INFO: Query finished. [astroquery.utils.tap.core]\n", - "
source_idradecpmrapmdecparallaxparallax_errorradial_velocity
degdegmas / yrmas / yrmasmaskm / s
int64float64float64float64float64float64float64float64
\n", + "
\n", " name dtype unit description n_bad\n", "--------------- ------- -------- ------------------------------------------------------------------ -----\n", " source_id int64 Unique source identifier (unique within a particular Data Release) 0\n", @@ -698,11 +696,11 @@ " pmdec float64 mas / yr Proper motion in declination direction 0\n", " parallax float64 mas Parallax 0\n", " parallax_error float64 mas Standard error of parallax 0\n", - "radial_velocity float64 km / s Radial velocity 13885\n", - "Jobid: 1602527538799O\n", + "radial_velocity float64 km / s Radial velocity 7295\n", + "Jobid: 1602786752402O\n", "Phase: COMPLETED\n", "Owner: None\n", - "Output file: async_20201012143219.vot\n", + "Output file: async_20201015143232.vot\n", "Results: None\n" ] } @@ -723,16 +721,16 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "13976" + "7346" ] }, - "execution_count": 25, + "execution_count": 169, "metadata": {}, "output_type": "execute_result" } @@ -753,12 +751,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 170, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -789,7 +787,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 171, "metadata": {}, "outputs": [], "source": [ @@ -826,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 172, "metadata": {}, "outputs": [], "source": [ @@ -842,12 +840,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 174, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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LdSX6lf4WbazlKqSGr9SAJQB2zHbQfP94fgat3JP97Nmz7n7itH2sttUy3x6XyqPn8pnc+lduy+uBtS0ttevTn/702D7rcgvhubm50Xa8Ej8OdFzf008/Paq3dGIXPTt58iROnjw51l5r+2Wrf86ePYtut6v2Nd9amNrAz1Pw2lVqN9+SeN++fWN9xXGUz7T2WQe+03741tbd0S2D6ShNrQ+1NpXaob2jMyzOnz8/2q+fz5nSVtvyuaRHjYauvvpq3HnnnaPzG7QtuIHBNuCEF5W1tLQ0NrdpHF/60pfi5ptv3rTlNLVBozN53CjBzMwM7rrrLuzevXvTO5pjvC56zseaz3mtDp5vy0CTCpfrNa0VAA83szRpfm+VV6rDMhOVHJzR9kgg7UGLYInk12B1dTW///3v3+Rc9srq9cajTaivS3slyVWat/z22tB02RypRytba19ppanRmbYSjNAiz2+tKLSyPPMLr1+zn1vtLpVttUMr24uak5FgXt969cq2RttggTfmGm7TqDMCuFxNQAC+CsAnAHyolHYaYaAak/HSN7F5RyahRYzSCVhTrydcZFrtv4UXMX/NmetNcrlkjvSjNSGmxcyt9167vD7iTJvnLZ3rIGmE8nBHvmy/ZyLgTFpzAMsdP+m51bYIQ/Xe1c4ZL5qr19u8O6eMRLJMQNH6a597wkQKcIsuSsJhmnA5C4B3APiN50MAENQ4QCNCIvI88ll8r2eH6UXqKQkX+rUiN6yJpDmm6Fc6lC0cI0LDyjttzcjCx+sji/FaETdaJJDEXzIKuceSFJqecO/1em7ILWdG2vhb/Vxi7pG54dnxvXK4D4g+RJTtkfmJyXofSXoMuAQkjDw/IcdPbmAnd4GN8KKm/iEOl6UAAPCNAB4C8N3PlwCIaAuSsLxJF3HAkTajRSrIOmTImMcAow5PbaLTc8vJK4nVKpdMPSVcmkYd8T6YJlDbS8KAcC+FsHrMJmIOkW206rQEUUlQWfeaINCe8/SacLTw5wfZRM2AWl9FTpiTZWhtscJ4rXHSBI11/oDVt9Z7KbCteRP5rqUEl6sAOALgZgB/0RIAAN4OYBnA8nXXXTdRJxB4DF4jBI9JRuN7oxtjyfIt+6ScfKXoDG2ia7scltqmMSS+FC/5PrQytPLlhK0VAqX00sSg4WnhpZVdalNJeFjMR96XGLJVdomBWIzfwzvn8X2pvBBLrR+0uVf68lfD12oPrU4j0X/WveXbsejTWl3LcrX5a7XlilwBAHgTgPcO/5sCgF9buRuodS8ZoRysmsFpwiSs0DSZniai9RGS9kw60konQ2khh5RPm/gcIhpc6eOlqBmp1xs/wcmrz8LBiv8nZuedXyvxizBuj5F59/RMMllJoxGaLQkTeU+//LhND0+vfXKsS3kkc5cgaTuKh4aXNc7ar+e4lmWU+ivahxG4HAXAPwfwFIDPAngawJcB/JqXZzuOhOQMjj/LuS5u3yqbfjXbv8U4PGYhidXTMDQitLQX0vS1fWQihBxZoZQ0VY/hyjZYzvTIWJGg86LESn1QsqV7fc3TRIICeEw6pbfqK5kUtHzcPMnHiZt4ZJ01AkBjrKX+9Zh7iZa8NtJ9SZHSyox+MxIVSNFglQhcdgJgDIltXAE00Q7ombX/TbRezhTlNrGaucTSHix8uYDyVhJeGfSf8JukvZ4gknVauMjySv1TYsxWfZawitJLaXwiUSukGET9TDROluCyaCHSHi445KlZUsmIzA1JD5L5eqtuXrdXvvVcK0uL4qqJeqN+iJz1HMGV07dnFotCKwAUkJK+Nq+3qx//tUAyaD6hvNOLPA3HYi4RG7PXVun44mVr6b2ytLZ4QsF6b20PQKCZlEq4WeVquGj11ggZ+pWMQ76voU8vfXRcrLS0WR2tNiRwm78liKhszy6vtUFLp+EaFdD8P61s5e6fGo6lsZVCJEIHnnmQ7idh/jlf5gIgek1LAEQHqTTQmpbDbcjRT/Q1IpC2RFmOFyXiTSCtfAsvrVyp5dVsAW0RubU6sZyHvI3e2Fl7HkWYUonByPRRLVHDUduaY5Jzh2shEhHD01jbH8goG48xe3m9MS05Xmu37ej1nju4R+Kk4VzjTJ/kzIppjS1BKwCGYE1WLWKhZG6xJg4RU2Tf9dJAc0ZrTSreBm1/Eo2Za1ocZ35yKauFhFp9Y0UCaQesW2fCapN8Y2PwkZM8scqaQJpW7WlxJcFgpY8IXI+GtH6N7ChKNvia8Eitfi1CS2PQ3PTjMchac6Ost5TOokN+pkIEKF/kS2ZK55m2JlEErP/RKMMS7HgB4GkjxBBp2wMrokIjeGuiW0xTpi3FRRN+WpQPpedEIhmKNfk0IcEFjaWRNiFqXgbv28XFxXz48OFN2/BqZVjmslqG7j2PtCXC3DRGYLUvIlxKkVXeORa8PO3cCsn8vagaLnA0IU/CmR+FKdsj26bhKdtbw5xXV1dDdFqan9Zcj6xSSvXKe2s1o/GHprCjBUBEAyGCs7aM1ia1Nzh8EK0veyXzLjETS+DUhCTKvBbOJe3ZY9YWaCsmS/O0JqX2fhoTRANNaGq+GYthyjQ1Qoq/15z59MwSnho+hw4d2rSNs/xvRRDxOr3VAikrnmCjMqxtrOmjMc3saNEe4U67cJb2+ZIKiQdyTtWsMOR9aSUt55kWDNIEdrQAyDnGMDxNTSsj4uQirchbVVjEUMI3mj4SWuk9l9pYxGZsleeNA5VjmbA485hEEFlCRhO8UjuWETAebURWKqU+4wxDmvgs85kFhI9lXiN/hKdQWGPm0bBGj3xeSDxo62Z5ipbmnLcc/RqeVC4XoiVTGz2PrJIi/cL3e/JoQxubSYTAjhcABKUBjBC4TOu9y9n3K/BBlsKhaVtk3U2Ps9PyS8ao1Rmpx8KdiN2acJqmVDM5Lc1Zq0ebqLIPNHNIr/dc2Gxp868SLWoMT+JSA9r4WcwzWoc3rt69puFrePCyPRNWCdbW1jatguTXy5rw0sJStTGx+kUThlZfy/zU5kl9Aa0AYOB1ZImZa+8ijh/vvbTv1wy0x5wIvJPQIvbjGmZv1WMJIC29F9qplWH1v5ykNJnJ12MdjWkxAyuthiOfvB7I/KQdW0xQtj2qKHj3Vh5r3GoEQs29Nx4cJ482eJ9ZfhOLeUtBoJUp8dDMglpabQ6RYNG+q5DKRWSeetAKgAB4E9+7L2mgEcK1JrOVR2oPHG9tiW8JnloHaumdl97TFJvWbTFJPvG46YSEi9ffJcYbbb/XRi0daagHDx4cM4FowB2uHm2WcPCeaxFGkVWjVV6pLjrXl9fjCXitHM5UuYmJ3ked8yXgqxe5S6nXZ3Js+GZ5VBZFucm+qO1zDq0AGEJkMspBlM4vbpPTiMoqk9/XRolwhtbr2ZtUWU6maH9wwtYcUBFhppUf0axK+FnjYvW55jwt4WN9BOa1X0sjxyXaTrkC8PrDcthGxkfSrtYPFDUk+yyqjfJ81jYJHAeuCUuzqFe+1q5e77n4fh6VVKNAeO3RzFYEGt4ar+DpeRmaI30S5p9zKwByzrGlPU/L83CHmzyI29MgIlqGnGT0KwmstH1sr7c54qhE4BIPWs5aGpjWPi1ENCIcvfGwJgwvS/uAh9qhHVou+8Myb5QmXYkpycNKSkIlClH6LdXDx1YKSp5Gc1hGGJM2drRPkTWWWn5P2EYc4NS2Q4cOmd/kWDTG+4eeWQ5jqWiUIpGs/tKeTwtaATAE6XiywCPUEgOo0ZD5EpATnvz4S95bBCOdVRoh8nq0iS//lxihtu0uN7XIPDI/x4fq9RgdjyLRIoYWFxfzoUOHVPsu9UdpWS1x0t5ZY6xFl3gC1AKLBkuCsVSOVGg0bdsThPy559yX6UqmEu25RoOkqFy4cCFkGiF6scCiMemXs7ZDkSGrpZULz8vn9iRCvQStAMh1GpS1NI7WE3lO9Wjn7UrNjF81e6aXdsXUJnlJ++K4a4zCEgoyj2Vm8xivXKVY/WpFi8iP0TyI+EhKDLnUb175Wjp+ae3zGLKGO28D/9K1iS/MS1NaSeZsf8SomWDlCkCrUxNU3tzX8JEKkWZ6lffail7DLYKTxL8ptAJgCBqjs9JFJ2upHrr3TEFRoizhHcmvpeHttKKRIpOfgE9Mzwkmf622cRxLNugSw7bSavk8zbG0UrHKtfpAE1y8Ls6ka+goSi+ScUma9WjDAklbXt1kquGMnvJwJ6l1kA+/93xklslSlqHtxGr5XegZrUzJf1LjEC714yTQCgABGpFY6bT/pbKbRhdo6T0casqMlENaTlSAWfVozmsrreVQJ3z4fw8PPsk9xu3hWWIK8l2pnggDJFpcWFhQ97KRZXgCTnseGTvCoWSys1YIEWXAw5kYrsXo5QrAK4u3W77nfeitjDQ68ua19HfU0Eyvp/vurLY1gVYAZJtIItK3hvlrddUCJxZuV7Q0MgklJqIxNo1AawmxJLS0MbDMMtzcU2KkHHeuuZVwtiYr3cu+aaoQRHwOlM56J5/x/1Z0SU3QgzzW0UrHceKmNW9c5FwrMWDCX2tvLXiMu4Sv9p7/j8yhUp1yEzuJQ+0OpxrseAEQld5avuiBDBFNqwZfPhGsZaPm4JWMk7+T/y1h0KQ9pYlWYlTapJGOQ69uyZxK+JPZwQtPnEQYemVF8vC8GuP18KnZJqK232ReSxHh5Vr2862AEuOuTWulsSJ9SsJeliMd5LzO2h1OLdjxAiBnmwgiy3j5BWFtHRGo1TalxsjzWSuGKM5c+NQyO3lvrTY4eHvMlzRYj2GVtFnrlDPqQ2vJXqNR8vIi4PVZxH5MCoAmPDVBqfV7pG1WelkuF4BNhagGlsKgCUwL74hpzBprTjulMfGghN+kXwHn3AqAnLM+SBFpTY6dmv39m+Cmhb9puFD60olY/F5jHhrj4GkpnLEUwx5h0F5bez17Z0auPXqCzJtEtYf+8PZHnXYWI+UC2TvlTZYZxdeiXy8KimzbEWcoPbP8KlrIq2XyKfWXBVoarT+54Ov1eqNvDyzaioRrynbwZ7z/LCtBDa169U8KO14AyEHi956E5Qy5NClriJrn88rhaSTRl7Qb7RlnBlLgyLLp1wubJE2o5kMnXibda5OH+pw+rCo5ga32ys3lJGhmHmJsJAQ0oeWVI8vz6rFCOGvbVkrP81l9rrWj1+ttOrWMnsuPImVdJfMq/9X+W2UQg9dwJ5qk70Rk33KBrH2gxuuQY2PNTW0uWqGvNXtdlRSYKOx4AZBz/QrAGmwrTc51G3RFnIIa4UbLLjmi5HtLS/IYFBFoxIzG05cOwpF+jBqHJpVHdXht0KJNqA5ievKr4tKRiJE+oKU9bU5Hz0ttk0K8ljmUGI8l6KSmL/GpqYODHFe5O6c2nyIrUykgZN+TYOdnD1jl1LaJ1yOFFFcsKF1pz6dpHArTCgAHShLYGiRJHJSu5LX3tEitbvpfM9kjUSdR+2dpqVzCSdvCItI/pZBE7R0vXzMbaUzbcjQTE5EnrnmHokeUCUp7/PjxfPTo0bFNy6JjFqUhnje6ypDMsqYuqw1Wn3DmK5kdv5fzoORP8PqS+oEcrJET6TTcLeDtkf1H9VpCT2vDpA7gnFsBMBFog6RNxpzH4+gt4otqHJJ4IuFgNZpKVAA10b4JpF22qdPNS8MnSu222qV6+Ha99Cyi5UfeUVmcmdWOb0SYUjtK5iINvygjL+FoMVg+VlrcvfzuQNOIS0LHatfGhr9nVFSYc5DbQ9P4WjjxMYwESzSFVgAYUMMotEHSiIGISzvMg7Q+a9dOLyQz4oyNMM8ISG0lan/X0mgTwIMam7a8jzLFSNkkdL0P1SKg4cTLi2jmGmPQTvCSeTSHLC9HS6vdW2mijNJqGy+r9IUz7y+rHA8Hfs9XAV6fWOC1l+9qSr4Iy7yqfQMjyynhEoFWACgQjXLhYDFnrVx5sDoNqnbeKaXRmIRVj4ef9a5mSc9t57U4RJms9r8Jk5Vll5b/3gqsNCa1uEhGrTFGr1yOs3YyVVNGJev3aE+WF2HupXbVpo3UZY25Vo9cWUxKd7xsjo/mxyDhsLCwoPIfyzfVFCYWAACuAfBV0fRbcU1zLyCuCdQSaUkT4bt2WnXLZ5q9cJJthCMaV0Tr9JiAVU+pbP7eipTQ6piEmfBx05y4Xt7a91r6WkFi0WlkE8AanLg2zDXRprQxCXjjbuHE02jBBZb5UivbUnSi7bQUGQ33Xm98O/OS4Jq0r6sFAIAXAfghAB8G8AUAnxv+/g6AdwP4s1berbqmuRso3dfklYxL+6qRCLGGuVgCpekki2oMpQkesdt6y/9S3ZwhW3VLJjVpf1hjXzPJvagMjR6sNCV8tdDVGoEbaZOngFhCeZJ55OEh/TdaCKbMYwUXyDK0/1a/WvRn4S3ngtYvGl1wRdFbsU4DmgiAjwO4F8BeAC9iz3cD+EEA/wnAD1v5t+KaVhholLFqBK8xeo0QrfJKDLPpZJqEodWUIQWcx1AjtlqL8XiTp4SjBk2EnQaab0cyUf4bdVhKHCOOd4+BeYwrMjaSpuVqlGuutQoPf+4JGU0AauVoAokragRaVJGFpzYWmoKmndMRdR7LaCAJGxsbm461bApNBMBV1ruaNNO8prEXUNTubzE6mYZ+S4PP05VwjAonjeAtXEv1aUJOttO71yKWtENZtPbxie59VKYJhmnZoT1mKuvT2qSZUSzmqN1raT3tUHsux9Eyr3mOSQ1PKZT5HPLi1D3znreqs+aoRRMy0ibnrEadeePhaflWW+i55pvR8JS/pZUFRSlNwz8xVScwgJkm+UQZ3wTgGIDHh2alnyzlmdZeQJZElcQW2bgqynwjDDbKyAg3SxOvIRYpSDxtqlQOBx5i56WT/eJ9tq+dK2sxOq18XpbXjpLt1mp7RGhZ9WkmRU+4RYWh5YvikSoeWPTAy+Uhj1q7LBylYKEyNN+cNRakaMhzBEj50OZHVFhpfcHbqY2dRgueELf+y7DdSZh/ztMXABeb5BNlfB2A1w7/fzWA3wUw6+WZlhNYizf2JrulOch0kbrlBJLakDXg2kTU0miMwcO3xORKDKzU3tpnHhPnH2VpDCmCB32X4C2rp9V+jl9UsHOIRirJcvi9PACF05y2cVoEP01hkPHvVnnauNXY27VnpIVTOWtra2OrTz5/PcHqtZ8zf2vLFKtNXtm8L2TYpzafm0ITE9A7jOunAKxb+ZpeAD4I4C95aaYlAObn582QPEs7aPI5tpWetFmOAxGytzQuEZG2KpCEaC3LrTInWXqWhFiTsng/aRpZBA8vBHcaONeMm/VeE3Y1ZfJ0dC0sLIxWUETTXGsumS9lf0mtt8ZhaTHH2r7jaaRA4u/lXIuOqzavIspGTR05b/6AjMqIbkVfgiYC4I8B/AKAn1OuP7DyNbkAXA/gIoCvUd69HcAygOXrrrtuok7I2V4B0K93gLpML//LekoTWCNGS2OIaAJafk0zidh+tXJqwCL+SZgZL5czfXn+MAdP4ElmJj+qatIH2lh6bdX6ibYoWFhYGGPUtdogH2fSio8ePToqR9t3p9Q2b654+eR9JG+EgUbmDsfdW/GU5mqkbRJqTDiWY35S5p9zMwHwMICbjXefs/LVXgBmAJwCcGcp7bQ+BPMGs7SlK58sHoFajEkrqzTImhZSap/lfGui8dRoMrK+Jrh6IBkh9zXI9lqOWUswSSZi+UKiglgbg4gt+NFHH82rq6ujcmhDOktAWf0kPyRaXV0d27lTE4qlNtXapS0B7JUjlZfS3CiNq3fPn3vatoZHRNhrJqEoTtOEJgLgVQBebrz7M1a+mgvAVQA+CuAdkfRbLQC8dzKcTG5I5Wl7HiONTkIt0sHDX5ZVY8Yi5qmVy++9yVTriPbuCWiZTJt3WY5hbmKTKwWtbTV4ldqmCV35XgokCVpUiXaVFALNzxU92U7eU38vLCwUd3LV8ml9YPm+uOK0sbFhnsMh26P1fdTcyfNY9VgRRJYg0MZaCvFSAENE4YiAJQBeBANyzk/knJ8x3v1XK18UUkoJwL8D8HjO+V9NWl4U+v0+Tp8+jW63q77vdDqbnnW7XRw5cmSUp9Pp4Nlnn8XZs2dHZS4vL6Pf77t1dzod7N+/f6wO+k94aWX0+32cPXsWZ86ccevgbeN19Pt9nDlzBl/5ylfUPBqsrKyg3++P3svylpeXsbS0pOaX7ZRp5L0sW+uHfr+Pc+fO4Y1vfCMuXryI2dlZzMzM4MCBA7j11lvH6lpZWcG+ffuwd+9ezMzMjMrKOY/el8aK48X7QBtDD3dJa/1+H0eOHMHTTz896sNutzvqa0o7mB6b+4fK7Pf7ozSSlqn+mZmZTe2Zm5tTcffawNt81VVXYe/evWN9Q3RAeXh/7d+/fwwPKp+/m52dHRuTnDM6nQ5mZ2cBAOfPnzfHa8Dbxvup2+1iaWkJAEZ4E34azcrx1WBubg4HDhwYlcXr7Pf72L9//1jfUV2nTp1Cv98flZtSGvUf0eLs7Oymein/yZMnQ7ylMWhSIT+nob8FwGMA/mh4LQP4W16e6AXgOwBkAGcBnB5e3+vlmdYKoIlTV2r7chMnLzrFkvAlLVu+i2jllsnJ0ka9Pd49bVe21cJLlhFZHVj1lQ4s13DXlt81416Lr7by0mz8hBudCXDs2LG8sLCwKaSRt10LNdSiUmo+PrNwttJpPrLFxcWxVZlHM1p98plcrZTi8zUc5T5c/JsFLzRVw8szBW5sbIwOniHnM6VdXV0d66+1tTU1jNmC52MF4DHovwXgEwC+C8CfAvC1AL4bA3v9VIRA7TVNE1CTgzRo4DVzjMYwPeYrJ24UZxmDbBGmlobjpPWDZJyyDbKtVpvlstwTEKU21+Tz+l9rb7Tc6HcDXhpt/CkvMQ2iLU8ga/howqIklC0asWz2lgDt9XqjMw3ktwU8nRfZVhL4Flj0reEoDwfS8ni+Og1nbhajsslUROZK6hNy7M/PzxcF4FZAEwHwCIDrlefXA3jEyreV1zR3A23S4VziW3vza8+8CJUIHkRw8ivZCCOThGxFNEkBpwkXwpc0Vsv5qsVc83Z47ZS4Wm212lwqv8le8iU8mggmq69LeSOKQwnX0keEmkAh2tNo49ixY2OaryxLK5fS8O22rXZ44AkzLY3XL7ycCE6UR1Oict78wRg59rV+KK2aJoUmAmClybutvLbrQBgJnpYmwSJ+/i6q5ZQYaBT3CLFpworjsbq6Gp4kOeexA7q9ftLyWtqgFtZaKzDomWUWkGVGndslwVRiSBwk7Uhma9Vfa77zaJj3Ec9LUVgaXUWiX7Qvv2to3Zof0THThLDG1L2yZL3a2FIdWrw/T2e1bVJoIgBONXm3ldekewE16cho5E0phKy2fItB1GpF0To1YrfSkBZaYkRW+hrmTM81+zdpVZwBlOzQWj0cP6s/SjjK8krRJ969F7ZKfRGNoy+9l31n5dGYJJ15QWYNjflZzNNLbx104+GmtYWHDFs0z/c00vrOUga0fuTRZ9bYEb5em3i/RE3EJWgiAL48dNDK65MA/sjKt5VXUwHAGXSp8/nzGju9pVWV8tR8vBTRCKitZJeM1CkZZ4mBEo5y0nn1WL6LKGjt5/haGiDP79XPHbNeX3n48TwybNhzhPN7Lows57XV31GoVS60NlG7uGNV0oNk4CRgtfBdmVcTDt6ckKtyHrIq7fFaeKzXV5H3lmDzhI/VJjKLReZhFJoIgFd6l5VvK69JVwBySRphsnLZG6nHM/lIsOyBUhv1IhUkkMMpsrqge8k4owzGE0wl7aaEl3xuMT4u4CNCz2qjdlBMafJr5WtCxFvyy3Zpppaa9ln1lNJq7ZI4aeXIeUXp5YHvxITJSapFznk4SXxK9XPHNI/SiSh1EbomISdXEJZAJ7y8+UxjHd2sLwrVAuByvKZ5Ipj2nyZqjZNGA0uDt7aZkM88E0INDpH0EeYRYfBR5u/VpWly/HlpMkaYGr+Xm6RZgltrqydUPNOFxDNKWxxPq/1ankhEl5WHz4ea8acy+PGnOT/H/OS+PDV+MK1dvH885Y0/j9YXGXdthcfzasLHE64RE2ItNFkB/B0A/zO7/zyALwHYAPDjVr6tvLbaCSxteBxqB0AjHmmCkuk0TUb+rxFENcxFw8kj6ggz1955DJaH0WnEr03optET5MTW+txrj/yvMQjP0R3d5157ZzFCC4+cx81k2nha+XN+bkM67YhTD2cSGr3ec9tYSIYnGajXbn6vzYtSPsvkGRVoMo83h6UAlXQiFUzLzGyNU1NoIgCWAPwP7P4Tw9+XAPgtK99WXtNeAVjvJbE1LUcOmmZikBNUajVWyJ7Ew5oMtYLMYwpyuVvbPxYhl6JFeN6atDyNHId77703r66uhvpEprEYcMRM5+HttUPDg+5ln3hhnhqulsbJVwBcsHl4kemF7zpK+fgKgD5203bF5XVbjJv+y+NErf6WeMp5HqUr2XarL7S+pv6RAQeeUlRj+vVg4iggAPew/0tWvq28JhUAnlMlojlE3lll9nq9UbicLMdjqFJ70PDwJnDpWQlv+VzTJGvLsNpQAjl5vbZQGnI2Wg5JD1cPD41RSKbi5a+hQy+N7D/uELfS8veW85t+uWLi7btjHRfJyyFNlzuOpYChOi5cuDCmcGj9XbLna8xXChAuhLiA8j6m0557tCnTl46C9OpqCk0EwHnj+YsAfMbKt5XXtI6EtN7VTL4oA+QTTTpmLe1Eg+hSMYp/CUoMzGPCNQyuFs9Sf1mT0ysvKoAovRWmGImi8uiG42IxWkuwU/1yWwhvBWFpo/Kr2dKKb2Nj8+lvWt08bJhHApFiRO3jKzRKt7CwoG4K5znX+X1J0FmC3GuPfBcxJ/K+bDJ/mkITAfBeAP9Uef5PAfwbK99WXtM6ElJ7FulsTbJbAyh3NJTLVa8si8g9JjVNoimV5eHK08j7qKDVzGGUrnQymyfkLYg4ObW2SM3P2uK4RC8SF66R1pqYNAejR+OSIRFTJjxK+blA9PqPyubmno2NjdH+OPKrcimU5ufni1/fW33EBV1U0GtQoveSsqEJXKs9JYFUC00EwDUA/j2A8wD+0/A6D+A+TOFM4CbXtJ3AUYbEn5U0DkoTCXHzmCRn+jXfItS8q03vvS/1mebc5u+k1nrhwgXVaSntxRKkqYKXWdPeaB7eLu9rZY0OvP8yPTFML5+FkxdTrgkX3tdcebFWExxfz1nMGT83zdGmaXzeSBwXFxdVe78cJ0vRIFNTdBsN650X3FBa/eWs+wFL7ZnGqWCNw0AB3ADg+4bXjaX0W3lNYwVQYlzaIHOmHIkeqDUpSJAMswnzl8QviapEqBE86Xmkz7Slr8Vc+L7/FoOSdn05YbTnXtssBl0SnBpj5r8Rs6PVfwTWqsBbKXH8rT7Q+lVrV/QjOekA9uiCzEG8DVzAS3rRTG5aX3nPCEcrXVToa88m8eVFcJyE+ec8gQC4nK5JfQCliBqe1nrmRSbQfQ1T9eyK1nttsnrmJEmc1ufvNXhqjFnLJ3+tlYDMTyGI3oZz/GMZbQxK/cvLsk5vK2mX0hGp5bHAs0dr46elWV1dVU0jJeGj1cvr5DRSY1YjTbuURjpneXpuKuFtj8yrSL/ztBY9evh79VrvZH9q9REetTsVR2DHC4CcN2t6GvPyCE0yC/5cllmLj5dG/mqCzCNcrYxaArMETikMzyvHS0OMwJoM0q/C2yYZh1a+JbStfrSYhfTtWG2k9lg4WHXI8vj/tbW1fOzYsXzo0CGVQdeu/KwAhej8oPfRcxusfuC4RFaqUvjWrG49RYHmmqdAREHrT0vQT+MQeAmtAFBA07C8D3UoPe1saRFGRAvxhIWlzcmJ7BGvVd8kTjBZXo1/gvKU3kkh6+XRtO/FxcV8+PDhTT4ED5da7dJ7Zgljwov3lcW0rbo1pzA5Uj186Nfb+Mxjgvy/toePTE/779Qw4Zr3vI/J7GSZ4aLlWmMrHeH0fJoBF/L/tOYoh4kEwPD0rr89/P9yAN8cyTftayu+BOYTiwZa09R4Ghn1oBGHt9TjabVnkYnIBVWEyeU8ICzrfFULHwtqibUk8KTPIxqZI+vf2NgYO53KSkuCXGNqWj2R9lkKBNUdWQFYDFr7CE8ybk1RkOVIZubFpGvaqAxwsLT3qLIR7XNNQSAcas7m4O8i2v3GxsamczhKZTcFq0+nUdckTuCfA/D/Avjd4f3XAzhRyrcV16Q+AO0ZEar04lsmHvrl/y1zgmUXLuFV0nz55PfSyDq9TeJqtBpPSEUmsfVOm9w1OHpaLl+t9Hq9PD8/n++5555RaKA0qdWa8rhJLMoQtfbxQ9clEyj5GSy65PTId4qlPqEvonlZmqLD20NgmQA1/K3xpDHxbOOen82aQ54CQbSm4SjrohXNJFCiJW285PNJYBIBcBpAoq0ghs/OlvJtxTXJdtCelqNNFE078JbnWj2Wo0urm/ITwWkrDJq0TZbWhE90wkbLlhNlUgdWSbhZEz/CHLQVgJZH5ovirW32Rf1OX7Z69fR6vdEWCZw50jueXzNLyO8QKA0/sGV1dXVMCZD+EqkEaUKLRyFZJkCOr0cb2vwj5lxyJntjoUXlSKZvMVoPR1mPVo6FT6kNVj9OyvxztgXAi1CG/rCADAAppWsCeS4r6HQ62L9/PwDg9OnT6Pf7o3czMzOjd51OZ/Q7aPJz0O12ceTIETz99NNq+byeTqcz9r/f72NlZWWsXno2Ozs7SnP69GkAwN69e0dl0vNut4vl5WWcOXNmlEcClc/r4bB//37s3r1bzUd1R4Hj3O/30el0MDc3hwMHDph4RcsFxseJ55f90u/3N+HB05w8eXKUf2ZmZqyc3bt3j+WdFM6fP4877rgDnU5nDJ89e/Zgfn4eX/ziF0dpJd70jPDvdDqYnZ0doxv+e+bMGSwvL4/h/cUvfhFnz55Ft9vFww8/jFOnTqHb7eLJJ58EAMzOzmL37t24++67MTMzg36/j927d4/qAQY0QnOi0+lsoltO1zMzM7jrrrvG+pW3j8+hubk57Nu3b1M6Xhen6UuXLuHMmTNV40JpCUdqI+/jlNJYX2vtknOL48jrOn36NNbX11U65MDL9nDXeETtvKwGTSrwC8BPA/i3AD4D4O8BOAngJ0r5tuLaqs3gSktMgtXV1eLeI7X1crCiMKTd1yqf+yikbdez/Ufxi+TT+rLJEtbLr8VbW2YA0nY97U1biTU5cYuPHzer0D1F6/CxkmYdK6KINHmLRtfW1vI73/nO0bcT/OtaMkvRCV5Wm7V2eSsWL8qKwnR5u+QHTdavbJ9GU1qdpZBq/t8LX7baKyFiLq6BpnMwAmi6Asg5/28AjmDwJfCrAPxszvngVgmkrQZNCktt3ZK611577UjjkVK+2+26mqRVL4GmAZDmT889DUK24dy5c2Ori/Pnz7srBErH8YloxhInqe1EtB8OXIvT8tNKrNvtbtLg+v0+ut3u6NnMzAzuvvtuABjTlmms6BfAplUV1xQtPKX2TuO0vr6O9773vVhfXx+l3717N2688cYx7f7UqVM4e/bsSHucnZ0dGyfZrl27do095zAzM4Pbb78du3fvRqfTwa233oqbb74ZwGBlAgxWlrt27RqtIHib5cqK4y7b3O120e128Wu/9mt4+OGHN/VRv9/HpUuX8Pjjj4/69vz583j1q1+Nubm5sXkmx4KPP8dJzk9Jy5L+JcgVomYR0NrhzQFaGdAKiGivZlWprW45ROdNY9CkgrwwOAXsDcP/LwXw1ZF80762Yi+gJumkj0DaHCNlRKS9piFFoitIw9PuLU3J07Qj7SnhY5Vh2WE9sGylCwsLY6dA0XPp+OR9SI5RbfuIUn972rHcd2ZjY2PsmE5u56aVCncgS83/8OHDm5y1XrQIx11rl7WzZ87PrXS1CCHefwsLC5tw0uqlfvfCqzU8qD5tE0WvD7S56K2c6bfpOSDUvsOHD49W2pHVdpTeJ1lVEKDpCiCl9PcwWAH82+GjbwDwwFYIo62Efr+PpaWlop0c8KVuv98faW08PdcEShqAtVqQKwKpnWl2YZ6eA6UhXDyNnOriKwau0cq+iwDv5+XlZbXNsp+itlLr/a5du/CmN71pTIvudDp49atfjauvvnrUpj179ozGamZmBvv27RvTTCkf9Ym0RctVioUXrVT6/T5OnTo1wotWLwcOHBjV84pXvALnzp0b6zMq89Zbb8Wdd96JT3/602GNV9KKxFlq4pSm3+/j4sWLuOOOO7B7925cd911AJ7TlKU9/IEHHsD6+vrYylmbC+vr66NVFcdR+5Vp9uzZs2m1x9so31G7aaVizUU5Zln4/SiNB3x+3X333bjttttUPwKfD3w1QisRaz7LldI0fFUcIk7gvw/g2zE4DQw55ycBvGKqWDxPwJf1HlFowCfQ3NzcaKA18BgZMSHObGUdHn6eQ0pjDhouWl4yNXGzCM8nJ6/VP9IZ1u8PnIEWHl4/SSDnpnR+8vK4U5/qP3/+/MgBSeYIMnHQeMi+oPtOpzPWdo1hckcgpSGH8MzMzIiJv/nNbwbwnGAAnjPzfeELX8BNN9006gvOjKhdEg+in6WlJXS73dEvwczMzEiAUZ9xRs3HgHChPpqZmcH6+joOHjyIbrc7SkN5Op0ObrnlFtx4440jwSVNdcvLywAGptP3ve99uOGGG6pNGp1OB7fddttYu7kpT1OGZmZmsGfPHpw5cwanTp3Cnj17TAcrnzMkkAm63S7uu+++kRCnfPSOgDvF+Zzmv6RAaUJreXl5k3Kqpa8xpYZBWxbwC8Cjw99PDH934QUWBkpgOdD4e77k5VfpAxvPfOLhEYmDLrUp4swqlaH9cii1h9phnbMbXUqTw5BCFnn9fO94DV/6QluadXq98RBN7Qti+pXfg1y4cGHMXMTbRqYlab7R+pCPrzSP8P6NmMt4v1K/WB8sUXppBrT6n9pF/Tg/P79pDshLmoHow7qFhYWx8FPehxxK30fwMZH7NvHy+Alv3PFM42+114JebxA8wUNlqVwykUlTGh8b3l+cFjWzFW8HNzHz8dgKE1BEAPxLAPcAOAfgLwH4zwD+WSnfVlzTigIq2U45EWvbOvOJrJVhxUdrA2h9iRkRBJb9uilY9k9LOMk2S0K3BKhWHyd+Yrz33nvviLEuLCzk+fn5Tb4MPikXFxdHNljJrDWBwn+1cX3yySfzj/zIj+SjR4+OPqLjm9NR2o2NjdEZw1YbJT7WdyaRr0Cp3uPHj+cPfvCDY5E9Fh1Yp2dxupPfEPD6peBbXFzM8/PzeXV1dTROGn68/LW1tXzo0KGxaCY+VyQDleMsceM0d+HChfy2t70tX7hwYfSO3ss6OJ4lGzynL94fVJb2VbTsM963vAyeRhNs2hg1hUkEQMIg/PM/YuAL+HsAUilf5ALwRgBPYHDOwD8qpZ+WAJCD5GlN3gT0mLw2gJbDSk4eTYuQ5fM0EeIopdGYvMX0NQ1HaodWyJ+sz1r99HrPaZbEOLgTlacj7Zc0Tg1H0qouXLgwyie/jKbn9DHWiRMn8gMPPDBiJpxJ8cm6urqa3/nOd47ScvwoHJJWCXRvKRYSF61f6NmFCxfyPffcM2qT93U2/5pVtuP48eNjIc7SYUvtINxWV1dHbaL/1hgTbGwMtiFZWFjYpI1T6CofK+vsaT5n5KrzwoULo3zz8/ObPnjjglejaw93K2zUE9bePObvNZ5kldkULAHg+gBSSi8C8Mmc8+Gc81/LOd81/L/ZW1IJKaWvAvB/AvgrAGYB/I2U0uyk5XrA7X7axyESNGcOPZ+ZmRl99KOVz0PDNJs6lcND/zRHGs8jnYOUhr/nv/Q/EpZWCt8k2yavV/Mz0HXgwIGRo5Hyc7spgE0fIPG+WVpawmc+8xmsr6/j3Llz+IEf+AG8/vWv3+Q3efjhh0f/c86b8OEf+T3zzDO455578JGPfAQnT57EJz/5SVx//fVjdmCy3wMDR+nrXvc6rK+vj2zBNKZf+cpXxsbptttuwzXXXLPJYXzp0iV0Oh288pWvRKfTGYVHkk+CPlTj/SrpgPAim/rs7GCaPP300/jRH/3R0ceJe/bsGetfPu4555Fd/7777sNHPvKRURv37ds3cvx2Oh0sLy/j2WefHSvn0qVLWF5exsWLF/He974XAPCmN71pVE6328XJkyfHxpgHFJw9exYpJfz5P//nx5z0Tz/9ND70oQ+h3++PbN3UT8vLy5vCUckp/Pjjj4/S79u3D51OB9dee+1oLl9zzTW48847R/3J55h0xMr5Ie+5X0nOI8+3ps0V2RY5b3g5kXk7KbgCIOf8JwDOpJSu24K6vw2Dc4c/k3PuY3DS2PdvQT0jsJgXZ1RArOP7/T4ef/zxMYekZJrS4UvPJEhGSmXxXwIuezWcL168OHIsSkYS6R/rXusTzyElhSdnojxyQvv6kib13r178dhjj+EP//APxyJkuBOWJvarXvUqXHPNcx+pc6coCYnbb78dP/RDP4Tv+I7vwK233opbb70Vr33ta/Hggw9ifX0d3W4XMzMzuPPOO0eM4Td+4zdw8OBBvOQlL8EDDzyAhx56CB/4wAfw5S9/eRQNdvbsWezatQu33HLLmCOx3++P4u5TSiNn8L59+0aM6ZOf/OSYY5Par/VLznnMab1/+GX3/v370e/3cf/99+PjH//4iGlyej9w4MCov2677TY8/PDDI2bN49mJ2fNxO3PmDF7zmtfg0qVLeOqpp/B3/+7fxczMDHbv3o077rgDjz/+OB555BEsLS3hkUce2cRIgcE3CDfffDMuXrw4mg/dbhcf+tCH8PVf//UAMApC6HQ6o/o+8IEPjOHa7w8iqr70pS8BGCgKPCqP5vLc3NxICdP6s6TsaNFF2vzWonc0AWPNFTnH5Dsv0msaEIkC+joAv5NSeiil9CBdU6j7GwB8jt0/NXw2Bimlt6eUllNKy88888zElWqM1ZPMgP3hlNRy+YDLckiD41rS+vo6jhw5sql8S/hokQr83XXXXYf3ve99uPbaa3HmzBkA2LTVRBNC4toMgE1ROJoGJfOfO3cO119/vSnoOPDoDtLG+SqNNOBOp4M777wTjz32GB544IFRlEm328X999+PtbU1nDp1CufOnRsx99e//vWjD5Q6nc6IiT322GO47777RiuOj33sY+h0OnjrW9+Kn/qpn8INN9yAN7/5zbj99tvxwz/8w3jd6143GvsbbrgBv//7vz/WHmLUr371q3H27NkxDZRHpJCAWFpaGqMN3i88bJQrL/1+fxRRRIIrpYT7779fLefMmTPYs2cPnnnmGXznd34nOp3O2LidPHlytMr4yle+MurHZ599Fp1OB1dffTVuuOEGPPXUUzh58iSWlpZGeL32ta/FS17ykpGCQmXSOK+srIwYKw/BvfPOO/GGN7wBAEbROt1uF+fPn8ctt9yCN7/5zZibmxs97/f7eOKJJ/DEE08AwGgOyg/KtKioTqeDvXv3qhFBfN7KMdKUnvX1dSwtLY1CnCkd9ScfI2tu8P9eaPiWrgQ0u1Aet9N/p3aV8gXK/WsA3sfufwTAQS/P8/UhmMwT/VhDbqQl8/NIDelc4uVE8dRshtzWKSNaIk7pkq1e+6CH5/Oc2vJe285a2pv50YEUdUG2ZLJrLy4u5g9+8IObon6oD3i0Bo+w4Hb9Y8eOjXwOZNPnTmP5kRa3P/Pzai1/DceDjwN3aMpjLqleeZA4B3lcI7Vdw4HqlpFU3O5PeJL9XEanEM1SPZI2uHPUipCROFF93D8g08vx5M548sfRNuDkYyEa4WPO28Hr0OatHGs+ZvyQeR6RRXXxfpP1Sr8X92twmKYvAJfbgTAAbgXwUXb/MwB+xssz6XbQ3k6ApbzROnIuHwQunT78XSlahoATmpZHI+RSXbKPeFnE6KzDuSkdD4n0HNicIfFQQ+moIyfr0aNHR2XTBKfDxIkhyInF+4A7dmniHjp0KB88eHCUn0/co0ePjgmKQ4cOje2nJBm35szmbaW+4ZFM9F46fnl/Uvutcnk6yTQ1J6McY8JLCjFiZtoY872miDFrzm0t8sWit9XV1bywsDC6l31y4sSJPD8/PzYmPL8XtaTRtfZfO/tY9i9/xv/T19p0Spt2ZjV3XltjLdNPyvgJGgsAABsYfATGr89hEA56Qym/U+4uDDaY+2YAHQBnAPw5L880zgS2mIwWcTAJaJOH42INbpRR85DHqCCJ1OUdkkGEbp0I1ev1NjFz/k5jEmtra/mee+4ZY3I8L22i9p73vGcs2oXOwj169KgatSKZHzF3mpykSVKcN+HC83CaoDwyyojeae2mNssVB92T4NG2OvDokpcr38uoMNl+bdwJLy3WXVs18lUsbxffcsMSRLx+zshpZUfjIo+55Gk5M42EQGu0qL2XDFqmKdUhhZbWXm2+enhF6y/BJALgnwD4UQBfDeBrALwdwM8C+OsAFkv5C2V/L4DfBfBpAO8qpZ/mh2BSC/LCtaLlEnhhX1YeiZ/3nPAvCZmIgCnVLYEYuKbxckajaZ4UqilPcOIfCUlzxOLiYl5dXd2k/Z04cSL/6q/+an73u9+dV1dX1b7gdXNmRZomMRt5ADnllYKOM0XOyK2dPi1BSOYmbkbg762QQw6cafM2agf+cKZdKpP3m0VfvF1SwHnKAdVB/XPs2DH1u5HFxcV88ODBTX0oVxcRs6Zm2vFMtFoZk4AnCD28rTKawiQC4FHl2SPD3zOl/NO8pnkkpMZUcy4f+qI915ZuGmF6g8/zlQ7O8PDkZWobnFn2+RLT4Tjyj568fuQMgjNNbk/nzH5hYWEU708mCVpWS832woUL+Qd/8Afz2972tvye97xn0zcCvA9I65dChdtuOe45bz49jWuIdE/lkebLzULWB3qcGUfi560+loyf2sLx0MbPAotRRZQRqZhY9UgbOPdFyDro+wJ+wpumXHCQ2jsfMzl3vO8rSlDLiHk9llnN86s1qVPCJALgJIA3YxAx9KLhfxIAp0v5p3lNWwBE7W7ac29wPCaqPeMaCDEtTSvUtBivLu8DN8umbOWRH1TJE8ukxs/v+QTUbMbECOgZb5dMwz9meve7350/+MEPugJJapG9Xm+keXJnIs/DBZ3sH23cZRtleq0/LY1UpiNcuaDUcOVMVRP8EZD9J+nEYqiyDKtcbYVlMcRDhw7lQ4cOmTukSrCc5VZeS7DSWHrzyvNtWaApBUQH1pnUlh+xCUwiAG7A4EzgLwJ4Zvh/D4CrAXxHKf80r2kJAGJ00ltP76w8/L81aZviw7UAzYQk8SJG7B0M7xGNVjY3a5TSW0xNamdcc+P9xqM6pOlBtp1s9UePHh2d40tlawxLmhksIchNJrJe2Ra+OtNoRhPIxOQ0B6SlwUsceR9Z/hdvbLT+tJiuxnQ0uuORQCWguabhxU1AMg+nC/lOe2ZF0Xj9Ls2+vd7Ah/XOd75z09bdsg+0uj2hqK02LR4k8Sc6mEQIXHZRQE2uaZ4IxjvXi9zQ8uYc/zzceibx4FpAlKETjp5W4gHVw8+MjZiWrOcaE9PaxZ9bmjMBZzh8BWDhJLUrzSbOQQoRr1zqKxkxxN/Ltli+Gsn4NYEjaZQc3xbdWiCFqXTubmxsbPJHeOVL+71Xn8e8NFr36i29k/fSUS7rlPXTfy3k17qn/tBoX2trScBa5U561vYkK4BvAfAQgE8N7/cC+MelfFtxTcMJXHLOksYq9xKRk5KeRQjESiNtot7E1iaSJYSI+C1BkvNz9lJuZ7cmhVaf1b/aM6ufqDzuBNYYnzxO0Opbrb0ln06Ekco+INw5E+RjWMrL66VQVq1dsh3SVFDLEHh/yjK4ac4TiNRWjbESnpEVB39XY1IptVnipJl5uV+hiYM2IvQmdfbysYq0uwSTCICPY7BtwyfYs0+V8m3FtZVnAtMvZ8jaCqBknrEYkXUfnTDE1CO2Y5qgPOSSg7SXcmFAkTrWBNGWq56gkXhJ0KJwNGHLGazEg55Ljc8y72nCiP/KdnFcOLPm5hm+U6jVdpmGmL+VT8MnahaxQPahpZFqdZOzW65qZHnaO20cvFWnxUQt/Gh16G3QWGrnpExWq7O2bEnz0zI1TyIAloa/n2DPTpfybcU1TScwgWSkJQnthV9aEytSrixDS69NWAuHtbW1PD8/v8nRRu9p21xeNjF/isfWcONMkPeJ/NJS5vNWD9IHwJ9pfSL9H7wcEiSrq6ubjujzmL72XlvxWRq4plVr7eTKBQk+S2HworisZ1bdlnCzGKE2VjwE2CrfoknZrxHmJvvFml9cuFofKXrzqgYi+bW+rjHXWb6oSWASAfCbAG4E8Njw/i4Av1nKtxXXVgiAnOOdrE1KLQ3/pf+WqYbjoD23ypf4yzRk2rlw4cImBqFFTHDhZglDrvlqgoEYm9w3nz5a09poMYfI+bHyPY8u0hyVpYmpaZUyvYaXHF9NcEgcqa+8PNHQQEuIafhpbZH1WwKp1kfkCVeZVitH6xeLNj1fjoabla6EU8RcWDIzl0C2cVLmn/NkAuAGAB8D8GUAnwdwHMD1pXxbcW2VANAI3kvr3VvpLUZBDFdbupbAyktl81h3Wb8WtUDp+ElOkiFxASHbycvm+bToFc22z/vJig7xmJDGdEvgMYvSRNYYZ87jETWek1vLX2OSKTFVjYHyd9qqzTvHIULrGn1H8vIyLF+QtbLmuNYoc1pfR1bYkTZY91G8puH45TBxFBCAawB8dTT9VlyTbgVhPa9xAsrnpTBMz+vPiVWzrXsgv0qV5cs6tQNIZCQICQ3amkGWQZp8KarDstFzoPqscEKrLzQHZClPDdRMVp5GY1LR6BCvfk2IaBqiZ17jjDQqiErlev3A8dQEkCfAvS0utP7h6fn3IhHw2i8FZFPQhGJECNB82zYBAOAd3mXl28qrqQAodXzJDul59L0N2SgN1aERZ2myeYJFmnA0uzh/R4RFTFTaxwk3vi+Ppo1pzFxOcAsXma/Wvtnr6fHjNczKK3uSMjRmVcKxVJcUInLFJ+uU+Jw4cWK0AiMBXgq91dokcZJp+GpWK5uvHrXjGXlZnlD10hPdNRk/Xif/wlsbK6/8kjIT7WvCYzsFwM8Nr98A8CSAXxpevwu2jfPzeW3lCsByHnl5I3ZHSnfs2LF88OBB90MebVKXBEsNcZFWQRFC3pGN3IzhCUgrAsbDRWtHTTqr7GlMlib4yOce05KCMrL61MaG5+e/mtDhgl/6Y2qEHpXB9z3iOPHwSlk//0JZo60SU4yO96Q0IJUl/pzwtb60LvUlV7Y0uvCUg0nbNYkPYJ6bfoabwn2klG8rrq3yAcjwsUhnE+OLOMW4dmRpN95vidl4TEY+17YTsDQ6qY1p5VH+aWkqFt7RpTP/jZZdmy4y0Ut9Qhqm/PhKluMpAJw++DbEGhPm9TbZKoIrSrRFg0YjloDjl3xfuxLUVhoe3tqzWi2e55NRcNEoLMsfI+utoYMoTCIAzgF4Mbt/MYBzpXxbcW2VAMh5XKuKfuGobTNgpdXeRX5LTECbgN4yWNMmvdhp+l8KP9xq8PDj+NQwk2gbLIe5h6ulHHAmsrCwkBcWFkYf4nnCXHvOHbcUwsuZI723DqGpAaqP57fokz+XgqjWrCKf88NjLL8Ab6cWRWRt1BeFEi1a7yahye1cAbxruFf/zw9NQqdROLhlq66tFAA5P7f8s/aPiWjFMq33LkocVjn8Yy3+633NqZUTIWitPyLpIjiUQNOyapjlJLhZIbOlFYDmwJNjT1fEDCLzcXMLlWFtcS63Xa71hxGtWUxTMvlo5JF8J3+tcactMbgpSabnAkgqB9EVa2n+ltI3VZKmzfxznkAADPLitQB+cnh9ayTPVlxbIQA05udNxOigeoNIE1YSaI0Q4JNJmzyRci3tLYJLjR2zFK4YgUknhYVbpJ3W/kO1Qtt7Hnknx9xyuMryPGWD//cctJ7ALzm2S4oO72fJqLWIp16vt0moRdsZpaMaRu+lr6FTLryl0JtUCDRxAs9Y72rSTPOa9pnApYgEK/+kzEcSfJQRRYlLtquW6USYhYWL1key3U2ifzx8rXQls5a3DQNPV6sJWniW+i8SSaaF8xJ4O1JqoI2D1JhLzNtqi8XAtP6kseJRcvIsAK0MibdmcvJg0jGseVdKQ/iTj2WSPZ80aCIAHhpG/bwewDXs+Q0A/g6AjwK4y8q/FdekUUDaYGvLyJr89K5kj5RE600Iq35ZplaPhk9EyFh1astrAqsOr69qHO0aPhHb7cbGxsi2XrLVl8xlJChqmIHW/lJfEj5W/daKkQsH7/B4C0dL+eFRPVRP9PhFuXEf718ZKcSVIbk1txZlx9PzOvk5xU2dxFY/WMKsFqz8HP9er+duadEUGpmAMDiy8dcBfBaDs4DXADw89Atc6+XdimvaKwAOmsnE+pVl8gOhiTi1sqyvXps4LWW5HvPlz2sdgFo51F9yt9QSU2k6gbS2emn5VtM1ZVtMWQsLjJYrn3m05TEHWb821pYA8XC0aJ7+yxPQIv1g0SI90zR6ib8397SoPb69RvSDMEtAExCNy8OPJgFtfHu98YN/JlkhW9CeB+CAxVgj5goiOh6OF7GjahEKHn6yDJ63dFQegdaWkgYk8eB1aMcw0lLe66/a5xETAn+nMdoIaOXW+Gki5cvtFyL+EW9MSwy+JPQ1mueMWjJaT1B5+HmCJoJ/KQpLRjl5obAaPlqZ1Ae1wt+qU3sv+7vpar0ErQAogKWxWe/oOf8UXTquLJD2ysgk9iacpb15bdEESdQfwdsu08qzdCNAZVkT1tPUZPSTXGFNg2lr/5sAZ0wWc9ZwbtoOyVS095rdnNcXWVVIwWZB0/DTCE1qzFxGPskVoRW9RPfaZnk1eEeCDjxhP00h0AqAAngCoJTP0ui0cuSkixBXCTeNyDSns6XplfJaeFhalbTPlqDX6432mec4lASC1pfehKoBL1+T8riTryRotf2RaplCVKBHaFaml++lL6WEj/U+ks9qj0bHHCdpNio5jaVQiwovi04Jn0jQAVdopiUEWgHgQK3WFdWQLe0hMtmik1ZOdGvSa8w+0gYtftzDN9qHMq9cAWht1CahFiYo21zqfw0f77xaj2FafVMSVAS0guLbaZfq9toRgShzIybK94ribSvVV/INWcxY2vpLHzpadMrL4U5jOXbab5SOZTAEX4l4TF2j22lsRkcwyYdgtyhbQfyFUr6tuC6HFYDHjHgavgVyZBC1iW4xPGvZruFcS8Qyj4zYmKawpPbIdJq2Z/kvuI2Yp5ECxOoHC2diEPyZpQ1yPLxvM0r9Rc/5ITGab8qjKY3plYR9ZOyoT+h8CRkd40VUEb4W89bGy4qYKtnkS/ON40L18n6oXRFZ5dMHpbT3kkcPk9YZgUkEwCcAJHb/Ijoc5vm+tjIKqCZ9xDFMgx/RGrSJXmJ4soySPVmbGJ6Ao3dabHm0rBJIJyOVUzrFS6tXMkjPzOb1MceN95309Wjt5wJTCqYoY9bGUI6jx0gls5Qx5bxMqw95WbwPiaa1UFTaddTCVxPEEmcNJy2tt21GaV5qTlephHjKXY0pyJp30dWtLG8SmEQAnFaenS3l24pr0u8AamxqEWIq5Y+kkQw6yvAk8BhoDQ/NSVbS/CKCRcOrpo+1aA4ZXlpTpoWDxSysiSeZlca8OM6yHs5MtMPcNSZOjLQ07p5WL3HWjgS16i7RiDxj2sOJpynVpc0Vq33cl+K13wKpFHBzltUP9FyLiorUKcuJ+Le0PJMIgUkEwP0A/iGAq4bXTwJ4oJRvK65JBUDtAQtNOnzajCpaRkkz8rS7Gvy051KQRWzupYnGISKsSvh5aTxNsiSUtVWMBGKclkmJP7M2S9Nw08qSWqXWdr4DqYWPbK+kmZLwkGV7z3i7o33ehCHK/pUrACsqj+NjmYy0/vTwsJ5H5m8TmEQAvALAfQC+AOC/Ds8HeEUp31ZckwoAb//7ScDTHkr1TAsfTtTyeYmoahirBZ5GEyVqq//kR11yAtcwcK2dljlF/rfKKvmDHn300XzhwgX3+xDrf8k2TH4H2uNf+kC00EfpZNYYrjdmTejcAxoDaRqJ9kGkfF6PhndJkGuKCc87rfBjS/BumwDYigvAu4fbTJ8F8J8BfG0k3zR8AF4Mdimv9dxazkpGlLMeezyphuvhUkrr+RqiRBdhsrL86K6QtDeKdnpZyYSj/dfSlQ5f5xCJdpHlcGYsaS/Sd17ZVK4WcKDtZMrbwOuOaLCSnj0lItJHlpC13jWBmjlRsv1bW21oNNQUZ+rTmh19IzDJCuBbhvsCfWp4vxfAPy7lK5T5PQB2Df//IoBfjOSbVABwKV+zjNQ0Ew4e8+QTTcYi87wRhl56TriW0kTrLuWrKUv2iRcOJ5m8jItvwiQitv5S35HgqtkSQTPFSNpryjg4E+YfmHGQdntZDxdQHh6SnnlfaM7UktauKUf8XXTfoQiU5o/Vbq0vaxW1GuD0Ms0Q0JwnEwAfB/BtAD7Bnn2qlC96AfirAH49knYaYaCWqcICPihRoeERSE39nsDRiFdGnViTaxLwNKroxLLw0JhCSQuKMDBreS9NJlzD8+rT2krlyfp5eGSJ0XNFoQScLnk9knEQM7FWnrJO2TYuYOQ7LnA8oUb32k6mVj/S2cUWRCLxtP/8mdbW0rkJ02LKVjk0Ts/XZnAvQhlemnP+bfHsUiBfFN4G4Detlymlt6eUllNKy88888xEFfX7fczMzIzuO51OMU+n08H+/fvR6XSwsrKC2dnZYj7tPT2j+vv9Pk6fPo1+v78JR/pdXl7eVE6328Xp06c3ldHv97GysoI9e/bg7NmzWFpa2lRHqU4N5DveH1Qex0m+o/yyT6w+ovz0XiuL4/bxj38cZ8+eHRsXmX5mZgZ33XXX2Nj3+32cOXNmlG9mZgZ33HEHzp07h36/b44x4cZxBQbjcuTIEXS73bH6O50OUkrF/qBne/bswYMPPohut2uOAaWdnZ3FysrKiK4PHDiAubm5sX5YWVnBTTfdNEon8wLAnj17cP78+dE49vt97N+/HwBG9ymlsTECMMpPfczHQGtfSmmsDq0faVyeffZZ3H///WP9wPvDm4tyXkjaof8azQ54JTbhxftd1uXda7h59LyysoL19fVNNLBloEmFPK6h/yaAGzGM/QdwF4DfDOT7GIBPKdf3szTvwsAHkErl5QlXAJZEry2j5nmpHG9pyjUm+b4UQmatELT0WpkaPrVtsZ7V5C+lo69mva0TvPK0nVmj5h0NeB9y7bh29Vd7+pgHGk3wd9pKIhobz9NoqzetXRG/DZVRcq57oNE5/ddWmd48sOrUVrylsSr1kdffkwAmMAHdMGTmXwbweQDHAVxfyhco9y0ATmKwwgjlmdaHYFHzQrTMmogIK72GSw1TrW2LXMpbOJUEyCS4EA6Rg0w0JiMdq5MIYmnyaGLq4+VxX4FWh+fDaRJJVqIVLvBKwlIz51iBAnzsvLEgE5XlRC8xx0nmqGyPZw6zwBIQEt/SuE2bsUehsQDIzzHsa8C2hJjkAvBGACsAXl6Tbxo+AD6QpQicmjJl+R5zlNqhZBZamTVtqhEC1v/Sx0JWO6O48MkY0bw05lDTRyUoMUWtPo9JEkPU8ltMmPo9EtnEn0U+7OJlR843iAh+eQCLdgodbxd9lGb5TjS6omfWCVk1c0PrF6rf81/wdNaq3JoHNbwh0p6mUC0AALzDu6x8kQvAeQCfw+CA+dMA/k0k37T2ApIDPanDxdME5XPaI0hqhx6jjXzBLAVLFFcvXYQJenV47yMTzqq39v00JpXFOLR6aCw0x7MmzDiT8rR0z1RnPZf3vV5v5GBtEtGiKVAE3JEsmT3HUfahFxlHqwx5WhgXFiWtWpat0V0keq7X878Zkc9Lq4Vo+VrZtWAJAM8J/NXDaw7AjwP4huH1YwBmoz4GDXLOe3LO35Rz3j+8fmyS8mqBO6q63e5EDhfpcCLnluXoyQNBhgMHDpgOM+mAunTpOZ+75WTq9/s4cuRI0aGr4aQBd8TK55G8XlrZvlKZ3W7XTUPtWl9fH3umOdwibY/gTA47Xh4f906ns8nxTCAdrFT2zMwM5ubmxt7xsslxq9GqxIXyaPcpJTz++OOqE7VEIxxX+qV858+fH/X5k08+OdZWjiOvU+snThf79+/H7t27cffdd29yGvM+obGX48zHidom28nTcCe31nbuZOfPNTrj9fK6OX6y7we8evPz6LytBk0q5HFtfR6bdwP9SCnfVlxbsRuo1J5KEtqSztpSnH65dlGzxbDMU1pClrTAkgbigVaOZRNtWq72rvSFJoE8iY1v3iY1SjkuTfD28kxj5WNpmXRYekTbtOrw6MDSkEv4yjo1mo/SvVaPZqahi3/wJs2Psj3WClbzC9SsdrU0cs5adEj1y3DdUp/UACZwAp8D8GJ2/2IA50r5tuKapgDQGGqJEUf2IpcEIRmYxaSjzKCGEJosl6PlUNtKdvCacjnIGH2ZTwM5iT2HqiYwPEZUaku0XzlTio4lHzu5vTB/z/tdnlIXqcsaZ15miRFKOuv1eqNtKrx8Fg4a7fZ6vVE/8L32JR5eezScPUFh+aBKUT1aGzU8aTsPi+a2UwC8C8AZAD8P4OcwsNn/TCnfVlzT9AFYA1oayJpJqxFnyTFUIwgiaaWWESFYDY8oYUaEqUxvCeJIaGqJ8VqTj3/8pH15WWIeHLxVikZj5BCt2ZuK6EiLpLHqoDxekEHNOHtfb8sx4X3HfV5RHEhwaKsHwqXW56WNrxbu6kXEaZp7VBBouHElpyn9RaCxABjkxWsx2AX0JwF8ayTPVlzTXAFojiFpMuDvS6Dlie4xE2GakiC0Sc3b5jFQbzLz/JNqHXxCRARrVOOhtFHzkFVGzn5sehQfioLR8lvMV/ZNJBKKMz3rvFpNMGp9a0VqeUys1AdWWuofKRhKOPBDeTxFoylYK1geyWT1L08fSWv1jcXg5ThMGj46kQC4XK6tWgHQoNOBF1b8tixDK89Ko91buJXeaQxT4iJtxRJfL9pAmg1qGEKU0eQ8rj3xELuS4JCaE39e6mM5qUrbP5TKKwmhqPml9C0EHzM5fpJWvW3BOV7yGQmWkqnHi2ySz3u9Xp6fnx+teHheDweqx6Mfq14PInNUCm6PLuQ77TS3CM4eP/HmaxRaATAEiyHSrzbgkUG0/hN4RFyjzUSInsrkBFyzWyEn4JrTl7x+0Zi/jBsnBlE6fUsrr9frbTKrSCjFoDeN29aW7zx/ZHXBTVJeXdp/DnJFw3HRTuzS6uBfVsu+Onbs2FhIpjW+vE38a23ZN1o+S7jxNN57C7zx0Mq1+IAsh55vbAy22iafhydEI7jy/7VnmUhoBUBupjFY4BGRxUi0SRlhdlod/Fc+19I1iS/mzCQquCJMik8YC9/oxJZ96WniETNL5Bl/p0WdWPZwmU8y19IKoIQTF6KyHh5L75WxsbEx2n6b+0Y4Q5eRVh4+3Dym9Y2GS6nPtWg7a4Up/3uKmNcemY/PDZ5nbW0t9GW71z6rza0AmNIKYBLJTOk8p4/3TBKrZHaWPdnDQbv36vfKkO80J5e81xicxXCb+hcik9Jre4n5R+vUcJBpPYYW0TA1PLSx0MrUVnq0qtIO1dHq4hqsdoIW4V4yb2nmMUmvkll685OX4Skksm6JR0lgac+lAsfHQ660tWM4tf9WPaW2NYFWAAzBYga1TIIGpckpY1a6tbW1fPDgwXzo0KEQHhpzLaWXbZQT0iNcK4pITjzSpLQzZJsyYmki8cqKCmX+TtMeS8KlJHS99JG8sl+tvpfbJMj32pnEngmIM0KLGZW0f4631h7eJu6DkeGQTfpWq7tWqYoIGOu/tTrxyuf1lNrVBFoBwMBzSkZtzvTMisawwBv4xcXFPD8/33g/eI9hWRoXB0m8Xn0lnKhPpO2yqTYTPUyndhw0ZmZpfDV0YQEv0xNeWp3WmHGFIRrZ440x/7DKo1evzCgjk/hqZqcaZhlJ54FVr2TeHo6e8OD5rRVZbWBDBFoBIKCGWDijt9LzgarxD9Bz0pajmgrVw+2Q0qFqTRDveWlTughj9crzhIzVTgLrOL4mJoRSntp7As/XwBmsFmWi4VUCLmSlAC7l854TPZbOS6Z7ySClpuuNi3xXEnr0PCrovaibWj5Av96RjSXh1+sNIqO0/Y1kcMS0fJatAAiCxQxKzi5tAPl77T/dU2SF1Lg0JqJp+mR24UvqktMownQ0Qo+YLaRGx/OfOHEif/jDH66auJampbWl5vStpuAxFdLsvFWWXCWVVm4lvDUhXTLxRL5ot5z/nolDwyPi4G7i5CzNK++dhVdE+HjvrJW4hoPFIzyzWVNoBQADjxCtD6wsDUazlcoBLDFNclRFBIlmp5emIGtPkagGI/tDW6pGomkIF16XjEbxQDKz0iQnfKNmhKban5dG+5ZBptf8TxazLUUUWVASPtZqk/pQfg+jtdGqSxuXUr9NEueuMd2SwOFptf7VyijRC5+LVIYn2GqfTwKtABhCDXHI53LSyOWalof/RvApMYpSPRqesp5eb9xs4IFme49EVcjJwEHDzQKLMcr2yNVCScBZgkUbD09j1MrVyifBRMyXp9vYGI8fl+XI/oz0m9ZfXDHwtF9LIEXq5fXIvrPmXklAlNqm0ZmHuxYqq30R7tGFVj9vCzfNlugv+nwSaAUAgyadSUxTO3Tb0hY8p2kt0Zc0Ev7eYlS8Pm4yKtVvmaIsvLQ21rSL1+GtgrwJz4WBlcYbO4lbEwbF8xw7diwvLCyMvoqVgouEg+ao1+qOMgreXyX/TiRCyaJnTg8LCwubNmqTAtqqN+JzkFDCWabluBHukeg0jeas+VZSPrx2WcJ/EiHQCoAJQSNe+V6CN5G9vXy0enPOqpYhic7TyiUOvEwvTwksgq6ZlBYOET+IVSZ3Ynrhed7Ej5iqSkB10GFAXp9rX/JGfB9eWj7WpT7jZWljoZnv+CpRBiRouFpRSjRmJUFXMwe151rbIjTK6UnOYUtY1s4Jq58mYf45twIgBN6gRAdN5rEmsidMeBlEZDxKyLKJWxPUakdU65NlRKJx+PMo1Gg60TScsUizV8QsUROGWGpTacw5zUhmHCnfSxtROjgDlvRL7xcWFlQ65+cBl/xDmtJi0bRsUw2NyDZ5UOOTsu5leYcPH1a3cNAEt0Zv03QGtwKgAE2YPM8XWQaWiNuql5g/aY8ejqU9QzwGHcFlYWEh33PPPWqMeMkXEoEIDrXAJ5g2Xp6WVqMUWG2vwZlr0dHImBpmWKJPzTRivdfqjworuqidktl5ddSsyqgOb95opsZSWyIgBbksm5vmvK3ja4WeBq0AcKBkNiGwGEOJwXtL+GhYJbcR1zD4UrtqiYoEkqZ5Rg4nj5TvvWtiUrKcex7jqmW8lgIgI7S8snu95+zTmoCVGmOpLO+ZJQhLGm6E2XvPJUPT6vT2+tHoTtarKSbS7i/xkv3dhNas9xETHjH/UtuaQisAGMiJy7cELuXRCNgrX7uvTasRQsQJSr+TCCAPf63OWgFUi0+pv7QyIk7xiBPQ6wct/8bGxuijL3lsodVP1ncExBi5xui1yxJGHi1FfQ+UpyaKhZhwSXBZWrMcT16XND9p7fRCo/kBPdLPZuHgtVWrowR87LcCWgEwBI158wkXZZSaNmKlLeFTm1faFzWNqhRFItth4VXbngjUMPhSOSXGbpUr85ZWVzV1UXmHDx/OR48eHY0TZy6RaBqNiXFtUau/NNa8bEkrlgZq9Z0XMinTHzt2LB88eNBkwlS/d7aCRtv8uxIPX4+uKC+PBrIEcEkoaDhHoLRKmRRaAcDAYpIes/MYg4RIOBnllUyohmA8gRQRVvSuZLapZcre8yZ97JUXdXhHcK2dzKU61tbW8uLiovqFt/b9iBy/SHgqv9dCPbU2yA+9rDpKNBXtB2Ku2j75JByss32tvpH5PUUmIthLjvdez/av1SoNErjgoT6YRvQZh1YAKNCECUXel5bO8iOqiPYTxcnT1qz21nz5XMJDi2KgOiJOsciY8DaV+loro0m7Iu8spqFpdpFvEGqjaYi5R0xZ3vjSeHGmXFIKSmVROZp9/8SJE3l1dXUsj2VGsuijiWLB6TRytoE2TyIrx5r5ubEx2NyPb/DXZC5KaAWAA9HOjUr0CMFpZWpRCJMIHF5flFHyejW7drTtUsu1GGGpbI8ZaHlKURRWu2rrt9JZfVnbZi8KyGN4EX9HCTjTl33H2xopUwoljSHy7wi0OULpuO/DqisKWhtq53Vkjlh0KNNLPsD7v3TSXQRaAWBAdILz9NOop6SRlphACafoJJWajSREzdQQ7QMttK9J/0WZnHToW33sRew00SAJak+CKmmGpXGNMnnOqDzhQP95aKaHh8XUaoQSpzW6t5zgGk16UErjCSWtnRHasPrDmvclGqUQ8Emdw60AcIAIaxrgaZa1jLQpw5T1es9ownuEWMo/DXxrmKalwVPUTdNVmsfoLDzkmJbMNvy/d5aExjSsXw0fq+4owyqZRTjdRPCICtGNjQ31a2net5GwbU9QyjKlP4TnO3HixGj7jqbfZVh97G08yQVhZHffErQCwIFJ7O8562YP/q5mQpTeNQWL0Xj1lZiaNlm0T/lL9UUEoqdh5jyu/VsCLMr0+btS/Lj2a5UltV3rNDnelzIyRTPNRNtS+65kc7f2FpqEfil6Sguplf0QoRlNUGvt0OiExqr0IVkESsqFNUf43LriBACAnwaQAbwskn4rvwSehPlrjk+Zpml5pbTRMjVtLVKeFVmiaWGSoGlyRQ7wjjJPD+Q+OtIPURuyS/1W0uqjwosYihYB5JnLOG2V9p+x6q0N5fXGyYrGaUq3Hm1pfWQxc6surx+sfuQCprbfat5btFlbbgkuOwEA4JsAfBTAhctBANRqh03SRSFiRvCIRiOySHigNTlk+JulpfH30qFltSEK0bRcQ8x5/BSxJmMcqVcLbeT/Zb9q2q12OpSFT6T/PM03Cl6bSuktiPqVuPIg+8UTSqXnUkHx8tVq/aWxk23XlIFp8xKCy1EAHAGwD8Bnny8B4BFuZBfCaLm1WgMHb2kbmdRaGi86xWoHz6f5CLid1spHGrS2N38TrdTCNWIukHlqyi+lk1p5jWmG3ltfyVpjHakn+q4ENcpGpJxoZBkpEJzxRxzZ2nOPRrX8Vl1NFQZLqFjmYn5NAy4rAQDgDgD/evjfFQAA3g5gGcDydddd17gDLOKjd9Pah1xqLrXlRUwOJcIoCSSOY6Qcb3J4ERvaf0+ARQme12n5XbiW5W2bYLW3NponwiRqGXLJ3h1VWCaN5rLwsxQnKz3hUltfSZmJ4KmtwrTwTK+uSP1eGzWhYs0B71S2JvC8CwAAHwPwKeX6fgCPAvhTOSAA+DXpCqCkXWtQkuga09IGOsqAol9ylo7ls3Dlz2q1KFmWdZC97JuSI5aeR4SS5uz1nO68T2v6SAsl1fJEQfZJxMyjRb54YCk3tVp3FKTixOvS6oyGcHr94wkbmY/XX/LNaeMSFabyvRVQIsei1+vlo0ePmu2MKkQRuGxWAABeA+ALQ8b/WQCXAFwEcG0p77T2Aoq+K0n80uDwgY5qLpEBl5pKRKMrCQurDE940AEnHgEvLi5WnwEc6dcok9DuS/XTJF5dXQ2b42Rdsh3WvdfftcqDddhMDU1NujLgAqtkiiwJwFK92uqIC3AvAMBqgzZOVnqrXC9Agr9bXV3Nb3nLW8a+gtagaYAKh8tGAGxC4HlcAUiwNFv+PKq1aGVHnXAegZaERiS6Z9K6rEnAtX/ZZzxdDQHXTtYISFuv1V+8bu2MWA8Xnp+c7t7B9DR23gZjPG8Jj42NwRYCfF8cb4Uq72vpSMPBo3mNsVrMMxre6QnbRx99dNP2EhrI+uTGkFFctOe8HNpxVB7qVMKxFHARhVYACLAmpfU8ClrUSVQDk1BaThJhNRFO8n8TQadpQh7OUbCiL5poqDSBSDvWtv7V2iT/W2VbeUpMynrG30XCEGXfl+hZKzdCR9FQWM/0oTFqLZ1XF/l0ZBCCZ+OXdVj1Ea3wOVyiY4smtbZys6XVdu156ZCnCFy2AqDm2qoVQM3E9GBtbS3fe++9m4TAJNEuNROKv48ATXwtWsYTXpawKuFcg5OlkZaYofbLGSOFpZZsuaU6uS/CMxPVRAdF6NAbj9Ivx10TDBZEhDoxf++juUk0anpHmj19oFcSwlp+awx6vc3RWFGfRameaB/WPK+BVgAY0OuVt0OuAeu8XP47DYhojhHtRTJaeiaXqlr5/NIIXssTaQ/XlqITkGtzdLCG5ijXhIvHGDwcSuGlkrY8GrNwkGY2L5JNOmBLPp2IPV621QLC1TsDN1qPN+a8fTzCS3uv4dCEmdcqB1Y+jzeUcJgUWgHAQJtkmpbk3Tepp7QktfJp7y1mS++jpphS+d57yUwpraw7MonkWbTykA8vrxRIx44dG3NQy/6M9Dnfu36SCcj7sTT22jhKc1Ukkq3E7Ig+am3dJdCUDkuJsPCPOIo5nfCtOig/d97L9ll94/WVpdxYvIPelb6AjzyLKkElaAXAEDxtj0AL4ay1a1vEXBpsemZpwJLxerjVOjBLabT3FqF69lmtHD6RNjY2quyeltYWZW4SyKE6Pz9vavA1oAlLrU7NrLe2tmaaq5oy7AhtyueR8GSLecl6SltdSzxLwkIyZ75C0ASBZvKMBh5w059k8jKPDD/Wxk37HxVONdAKAAa1kyPn2A6EEqxQOE0b4mn5+bHepJS4TYLXJGawEkOKlMHj7kuOwNqymwgSqf1HneTe5LZCErnQ5/Vw4S772LK3R4WexpSs8FNeV0l4WaYXDccIeOmsOcnnkzS78PmmfaEeAR4hprWXl2kJRa//LZhEELQCwIAaArW0NKsc7bl2r305TIeJ1wx6JK1mI9W0lQju9GzSJapcxdQw/0nq1phwyb4u81n4aHk8xz0xWflhneZL4dFMFrOJapbeCpRr2JZg4ThZzM3q8yYgGaY2J2UbLHyj80tj1jQG2ulmpY80tf4sCcVJab0VAApYnVoidK491Gpc2nNLoNSEeEZx8JicV0bpnVdnzmVzVGQ57k2kWtDqsRyIsq4ac4Gl7dUoHlr5Vp9ZtOw5heV/3g+1TF2W4fVHDWh9z+vy3ln4RvtbCkSPaUfKlGVYfhIL7ybQCgADIhOZPyPGvLCw4K4IZL6IoPEm5yRtqUnTRIhZwJfhpc/jJfFH+spjbJE2aPV4TktvrKN0RPQT0T69eiKMWcvD28OhVliV8Jb2eU/54PlKyocn4Grml2WO00DzGWg4Wm2y8NXuNbynAa0AmCLwFYC33bAl0bX/TQd9mkSildm0fDkxax3SJW2V30eZlCVEpLbIyysxfkpT+pI24nD1cLXwL5Vh4Srt33IbCQuHKEihWcJXE4wlYU1gmTXlL1/BWz62KCOX76KWBK0sLTx0GhFoHFoBIGDSjiWmZu03YjEXb7lXY/uu0WB4HZF00o7dtK9qcZR4aP+t9037gfc9Dz2VjCjCvKzVSCSKLKJVSjwiTMkzZ3H8rO0GpjFPouVZgpffW30oV+PaOHCfgOcfmETglZ5peGu72R47diwfPXr0hbsb6FZc04wCqok08UDTOuQ91zis5Z61BJdlEXHUxMl7tm0rj9WmKEQ059pySs8mrYd/NyC/Ayj5JUrCwuv7iBmrpGDUlivxnmbUlZauiUKhCVJLwMr0Gm3IOWCZjZrgRkqAJ7CssrVIpYWFhXzo0KGJD4MnaAWAgKj9XoNaTZOYMH/urQBKk500mAgOtNyXGo8laKYFtdqqly6iCddMOKtMzvAXFxc3fWSklTHJQUI8fQRvj1lZ+FnPa/wnJaGj3Vv0awnKKD1q80rToLW2yuda1JXVJq99vDz+rLQq8YQip8dpQCsAFNAGoMSAIhNcEnxUg406hK38Xhtz3ixgmkRlRNJqTjOL+OUEjWisFnOxJlyEQZ04cWITw5cMS8NJs1lbTM4COUa1y/4ojck8Vru8sr2+9NotGTQ/7ITTS3SlKsfda7cXAaWtvCN9p5Wl9ZH3X4smquU1UWgFgAMWc/Ge1Woq3vtoHi9tSTPzojzot5YZaMAjfyzGIRmA3IK3VG9JOPL/kb7RGH603Rbt8DjxEkPjQpDi+zWHbKmtEiY1cVq0ov2XTNyjz17vOZ8JCVHPR2ZBxL+hpbVowVMarLZo+WqUM54/Gg7aBFoBEIQIs55EMkfyNCm/pJl5YWw0ISNHRHqHV5TqkfVxrT/CJJtC7YTW6ouOW872dgReWZwZaMKahKp3xkCkXQRRoWQxR7l1hxz3SH9qZVn94+HHL42WSMhY9Xl4au0ppfGEn9ceq+xpQCsApgxNmX/J3DRJ+ZTP09g8hudN2l5v4Ji65557XP9DFG8Lz5oyolDS7GQ7JxXwGjMs9b+HU87PbXwmv/718su6eVnWOcoeo+P1SkEknau1ZtJS+702yr2xNIHLD8qp+cK+1+uFzub1xnWrmHoNtALgMoFaRlBT7sbGxmj3yKhw8f5rE6lpVILGTCxBNM1+4eXWaM2T1C/HOPIhUaRMaU6STFvz8VgrO1kOP7Eqyny1/xsbm7dojtCbLLtmHGTMvEZTXHDWOFepb6J+icsVLAGQBu9eGDA3N5eXl5e3G42pQb/fR6fTmUo5S0tLuHTpEnLOmJubw8zMTLGefr+P5eVlzM3NAQBOnz6N/fv3j9LW4ufVI8u20vf7fQCYSr/U4Bh5X4sbT9/tdrGysoL9+/ePlVHTx7y8fr+PkydPAhgocXv37sWDDz6Iu+66CzMzM6NyPZx53ZSOl1/CUT4nevryl7+M17/+9aNyaOyBcRrz6iB8lpaWcODAAXdMTp8+jdnZ2VH/ajRF5QDA8vIycs5uuV47X4iQUjqVc56Tz1+0Hci0MIBpEVWn08GBAwdw66234rbbbtvE/E+fPj02wTmQAtDpdDZNHjkhrTJK9Whly/IBoNvt4vTp03ZDnboj8PTTTxfTaEyI/i8tLWF5edmsjz+nttCzmZkZzM7OAsDoeWlsqMz19fXRPc+7a9cuvOY1r0Gn00Gn0xkxf94Oi3FTeyTjp/clHK3nN910E66++uqxMmns+f9SHYRLSsnsG17+zMyMSmOUhph9p9PB3NxcmPlzXK5I0JYFl+t1JZiAtgMm9TWQ+aHkPPPeReogR2eTfKW0q6ur+a1vfWs+evSouUVwqdxSG6XT3TpgPGoS0fwumt299MGXFpKrOZTlQSoWXrI/uC1ei2CyIFpHC5MDWh9AC5NAlPnVvJMQ+Zyfl1vCS8Lq6uqmjelIuMlDxvmvrNMCaQvnvyU8iYFqAkeLvNIiXazypYDQ4u35GRRRIJy5A7Z2C/MWnh+wBEBrAmohBLR8tt55y2/rnQS+jPfykcmg1mR07bXXYvfu3ZtMJXv37kXOGWfPnh0z3UhzkGUKoYubUFZWVkZ2/yie3NzB67t48eImc9TKysomXCxzkjSP0D03FVK/7N69u4gnAZlW5ubm0Ol0MDMzM/rfwgsDWidwCy9I4E7OaTnSgc0OUK1Ofk/O96uuumqM+Un8Inhq5Vt5o89aaAGwncC7tgOZFlqYFDwn5yTleWVqTmyKLLHKqMHTcpJbK6vIsxZa8KAVAC20MAG0TLeFFzK0PoAWWmihhR0KrQBooYUWWtih0AqAFlpooYUdCtsmAFJKP5FSeiKl9DsppX+5XXi00EILLexU2BYncErpuwB8P4C9OedeSukV24FHCy200MJOhu1aAfw4gH+Rc+4BQM75C9uERwsttNDCjoXtEgDfAuB1KaVHU0ofTykdsBKmlN6eUlpOKS0/88wzzyOKLbTQQgtXNmyZCSil9DEA1yqv3jWs908DuAXAAQAfSCndkJXPknPOvwzgl4dlPpNSutAQpZcB+GLDvC9UaNu8M6Bt886ASdr8Su3htmwFkVL6CAYmoMXh/acB3JJz3jIVP6W0rH0KfSVD2+adAW2bdwZsRZu3ywT0AIDvBoCU0rcA6GDnSfMWWmihhW2F7doK4lcA/EpK6VMA+gDeopl/WmihhRZa2DrYFgGQc+4D+OHnudpffp7ruxygbfPOgLbNOwOm3uYX1HbQLbTQQgstTA/arSBaaKGFFnYotAKghRZaaGGHwhUvAFJK/yGldHp4fTaldJq9+5mU0vnhnkR/eRvRnDpYey1diW1OKf18SunzbJy/l7274trLIaX00ymlnFJ6GXt2RbY5pfQLKaWzwzGeTyl9PXt3pbb53Smlc8N2/+eU0teyd5O3WTso+Eq9APwSgJ8d/p8FcAbAiwF8M4BPA/iq7cZxSu38LgAfA/Di4f0rruQ2A/h5AD+tPL8i28va900APgrgAoCXXeltBvA17P8/BPBvdkCbvwfAruH/XwTwi9Ns8xW/AiBIgxO33wzg3w8ffT+A+3LOvZzz7wE4D+Dbtgu/KYO119KV3GYNrvT2vgfA/wKAR3JcsW3OOX+J3V6D59p9Jbd5Pud8aXj7CIBvHP6fSpt3jAAA8DoA/zXn/OTw/hsAfI69f2r47EoAa6+lK7nN/2C4TP6VlNKfHj67YtubUroDwOdzzmfEqyu2zQCQUvpnKaXPAfibAH52+PiKbjODtwH4zeH/qbT5ijgT2Nt3KOf8weH/v4HntH8ASEr6F0xMbJO9lvACbnOhvYcA/AIGbfkFDEx9b8MLuL1Asc33YGAe2JRNeXZFtDnn/MGc87sAvCul9DMA/gGAn8MV3uZhmncBuATg1ymbkr66zVeEAMg5v8F7n1LaBeBOADezx09hYEMl+EYAvz997LYGvDanlH4cwP15YCz87ZTSn2CwkdQLts2lMSZIKR0G8KHh7Qu2vYDd5pTSazCw+54ZWDbxjQAeSyl9G67QNivwGwA+jIEAuKLbnFJ6C4A3Abh9OKeBKbV5p5iA3gDgXM75KfbsQQB3p5RenFL6ZgB/FsBvbwt204cHoO+1dEW2OaX0dez2rwL41PD/FdnenPMnc86vyDlfn3O+HgNm8Nqc89O4QtsMACmlP8tu7wBwbvj/Sm7zGwG8E8AdOecvs1dTafMVsQIIwN0YN/8g5/w7KaUPAFjBYGn193PO/307kNsCsPZaulLb/C9TSvsxWAJ/FsCPAlf8GKtwhbf5X6SUXgXgTzCIfPox4Ipv8/+BQaTPwnC190jO+cem1eZ2K4gWWmihhR0KO8UE1EILLbTQgoBWALTQQgst7FBoBUALLbTQwg6FVgC00EILLexQaAVACy200MIOhVYAtHDFQ0rpf08pvV55/hdTSh/S8mwHpJTeMdz58ZMppTMppX+VUrpq+O6zw+efTCmtpJT+aUrpxSzvR1JKfyDbk1K6T8TPt9DCCFoB0MILDtIAQrSbUtoN4Jac829tMU5fNWH+H8Nga4dbcs6vwWALjy8AuJol+67hu28DcAPGjwh8N4AfUYo+hMGGcS20sAlaAdDCCwJSStenlB5PKb0XwGMAvimldCiltJwGZx78EyPrXQA+wsp541DLPo7B9iD0/JrhRnJLKaVPpJS+f/j8pSmlDww3mvsPww325obvuiml/zWl9CiAW1NKP5xS+u3hfvX/loRCSul7UkonU0qPpZT+Y0ppRsHzXQB+POf8B8Dg3Oyc878QO2Bi+K6LwUdQPzAUcMg5PwRgQyn3vwB4w3A7lBZaGINWALTwQoJXAfh/cs7fmnO+gMFmWXMA9gL4zpTSXiXPtwM4BQAppZcAOAzg+zDYHZZvwPUuAP9fzvkABucpvDuldA2A/xHAf8s578Vgozm+n9Q1AD6Vc/4LANYA/HUA355z3g/gvwP4m2lwUMs/BvCGnPNrASwDeAdHMKX01QBmhtv6hmAoGH4Pgy0AvHR/gsFWwfuiZbewc6AVAC28kOBCzvkRdv/mlNJjAD4B4M9hcEiGhK8D8Mzw/00Afi/n/ORwa4xfY+m+B8A/SoMT4xYBvATAdQC+A8B9AJBz/hSAsyzPfwfwn4b/b8dAOCwNy7gdAzPNLUO8TgyfvwXAKwWOCWwnx5TSX07PnWB3m9Mf2o6QGnwBwNcXU7Ww46BdFrbwQoI/oj/DDbB+GsCBnPN/Syn9XxgwbQnPiufW3icJwA/mnJ8YezjcgMWAP2b7ryQA/3fO+WdE/u8DsJBz/htWITnnL6WU/iil9M0559/LOX8UwEeHDt2Oiuxg1XA9gN918CN4CQb90EILY9CuAFp4ocLXYCAQ/jCl9GcA/BUj3eMA9gz/nwPwzSmlG4f3nCl/FMBPEMNPKX3r8PlxDE6SQ0ppFsBrjHoeAnBXSukVw7S7U0qvxOAUp29PKe0ZPn/pcIdWCf8cwKE0PPN1iIcm0DD0IbwXwAM55/9m4MPhWwD8TiBdCzsMWgHQwgsShidhfQIDxvYrAE4YST8M4C8O8/wxgLcD+PDQCXyBpfsFAFcBODvcRfUXhs/fC+DlKaWzGGzLexbAHyr4rGBg658fpl0A8HU552cAvBXAvx8+fwQDU5SEQxic4/zoMN2JYfs+wdIcG+L22wAuYrjrKQCklP4LgP8I4PaU0lNpeEj4UDg+m3NeNfqnhR0M7W6gLVzxMGT2b6IIm8q8XwXgqpzzHw9XDg8B+Jacc3/KaG4JpJT+JwBfyjn/u+3GpYXLD1ofQAs7AX4KA4fuHzTI+1IMNO+rMLDz//gLhfkP4Q8A/Op2I9HC5QntCqCFFlpoYYdC6wNooYUWWtih0AqAFlpooYUdCq0AaKGFFlrYodAKgBZaaKGFHQqtAGihhRZa2KHw/wN8dwW0tc51SwAAAABJRU5ErkJggg==\n", 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" ] @@ -898,7 +896,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 175, "metadata": {}, "outputs": [], "source": [ @@ -907,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 176, "metadata": {}, "outputs": [], "source": [ @@ -925,14 +923,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 177, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "-rw-rw-r-- 1 downey downey 1.4M Oct 12 14:32 gd1_candidates.hdf5\r\n" + "-rw-rw-r-- 1 downey downey 756K Oct 15 14:33 gd1_candidates.hdf5\r\n" ] } ], @@ -940,6 +938,17 @@ "!ls -lh gd1_candidates.hdf5" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you are using Windows, `ls` might not work; in that case, try:\n", + "\n", + "```\n", + "!dir gd1_candidates.hdf5\n", + "```" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -961,7 +970,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 178, "metadata": {}, "outputs": [], "source": [ @@ -977,14 +986,14 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 179, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "-rw-rw-r-- 1 downey downey 2.9M Oct 12 14:32 gd1_candidates.csv\r\n" + "-rw-rw-r-- 1 downey downey 1.6M Oct 15 14:33 gd1_candidates.csv\r\n" ] } ], @@ -1003,7 +1012,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 180, "metadata": {}, "outputs": [ { @@ -1031,7 +1040,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 181, "metadata": {}, "outputs": [], "source": [ @@ -1047,7 +1056,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 182, "metadata": {}, "outputs": [ { @@ -1147,7 +1156,7 @@ "2 0.223692 NaN -59.133391 -2.306901 -7.560608 -0.741800 " ] }, - "execution_count": 37, + "execution_count": 182, "metadata": {}, "output_type": "execute_result" } @@ -1158,7 +1167,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 183, "metadata": {}, "outputs": [ { @@ -1267,7 +1276,7 @@ "2 -0.741800 " ] }, - "execution_count": 38, + "execution_count": 183, "metadata": {}, "output_type": "execute_result" } @@ -1304,11 +1313,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Best practice\n", + "## Best practices\n", "\n", - "* When possible, it is often good practice to \"move the computation to the data\"; that is, to do as much of the work as possible on the database server before downloading the data.\n", + "* When possible, \"move the computation to the data\"; that is, do as much of the work as possible on the database server before downloading the data.\n", "\n", - "* For most applications, saving data in FITS or HDF5 is better than CSV. FITS and HDF5 are binary formats, so the file are usually smaller, and they store metadata, so you don't lose anything when you read the file back. The only advantage of CSV is that it is a \"least common denominator\" format; that is, it can be read by practically any application that works with data." + "* For most applications, saving data in FITS or HDF5 is better than CSV. FITS and HDF5 are binary formats, so the files are usually smaller, and they store metadata, so you don't lose anything when you read the file back.\n", + "\n", + "* On the other hand, CSV is a \"least common denominator\" format; that is, it can be read by practically any application that works with data." ] }, { diff --git a/05_join.ipynb b/05_join.ipynb index d42de8c..7165f0f 100644 --- a/05_join.ipynb +++ b/05_join.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Introduction\n", + "## Lesson 5\n", "\n", "This is the fifth in a series of lessons related to astronomy data.\n", "\n", @@ -23,8 +23,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Lesson 5\n", - "\n", "Here are the steps in this notebook:\n", "\n", "1. We'll reload the candidate stars we identified in the previous notebook.\n", @@ -67,8 +65,7 @@ "IN_COLAB = 'google.colab' in sys.modules\n", "\n", "if IN_COLAB:\n", - " !pip install astroquery astro-gala pyia\n", - " !mkdir data" + " !pip install astroquery astro-gala pyia python-wget" ] }, { @@ -89,32 +86,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "--2020-10-05 09:20:34-- https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_candidates.hdf5\n", - "Resolving github.com (github.com)... 140.82.112.4\n", - "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n", - "HTTP request sent, awaiting response... 302 Found\n", - "Location: https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/data/gd1_candidates.hdf5 [following]\n", - "--2020-10-05 09:20:35-- https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/data/gd1_candidates.hdf5\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.116.133\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.116.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 1462792 (1.4M) [application/octet-stream]\n", - "Saving to: ‘gd1_candidates.hdf5’\n", - "\n", - "gd1_candidates.hdf5 100%[===================>] 1.39M 2.37MB/s in 0.6s \n", - "\n", - "2020-10-05 09:20:36 (2.37 MB/s) - ‘gd1_candidates.hdf5’ saved [1462792/1462792]\n", - "\n" + "gd1_candidates.hdf5\n" ] } ], "source": [ "import os\n", + "from wget import download\n", "\n", "filename = 'gd1_candidates.hdf5'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_candidates.hdf5" + " print(download(path+filename))" ] }, { @@ -376,6 +360,17 @@ "!ls -lh candidate_df.xml" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you are using Windows, `ls` might not work; in that case, try:\n", + "\n", + "```\n", + "!dir candidate_df.xml\n", + "```" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1250,7 +1245,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "At around 175 KB, it is smaller than some of the other files we've been working with." + "At around 175 KB, it is smaller than some of the other files we've been working with.\n", + "\n", + "If you are using Windows, `ls` might not work; in that case, try:\n", + "\n", + "```\n", + "!dir gd1_photo.fits\n", + "```" ] }, { diff --git a/06_photo.ipynb b/06_photo.ipynb index 1be02c7..65cc761 100644 --- a/06_photo.ipynb +++ b/06_photo.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Introduction\n", + "## Lesson 6\n", "\n", "This is the sixth in a series of lessons related to astronomy data.\n", "\n", @@ -25,8 +25,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Lesson 6\n", - "\n", "Here are the steps in this notebook:\n", "\n", "1. We'll reload the data from the previous notebook and make a color-magnitude diagram.\n", @@ -69,8 +67,7 @@ "IN_COLAB = 'google.colab' in sys.modules\n", "\n", "if IN_COLAB:\n", - " !pip install astroquery astro-gala pyia\n", - " !mkdir data" + " !pip install astroquery astro-gala pyia python-wget" ] }, { @@ -84,39 +81,26 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "--2020-10-05 09:33:14-- https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_photo.fits\n", - "Resolving github.com (github.com)... 140.82.113.4\n", - "Connecting to github.com (github.com)|140.82.113.4|:443... connected.\n", - "HTTP request sent, awaiting response... 302 Found\n", - "Location: https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/data/gd1_photo.fits [following]\n", - "--2020-10-05 09:33:14-- https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/data/gd1_photo.fits\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.116.133\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.116.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 178560 (174K) [application/octet-stream]\n", - "Saving to: ‘gd1_photo.fits’\n", - "\n", - "gd1_photo.fits 100%[===================>] 174.38K --.-KB/s in 0.04s \n", - "\n", - "2020-10-05 09:33:15 (3.98 MB/s) - ‘gd1_photo.fits’ saved [178560/178560]\n", - "\n" + "gd1_photo.fits\n" ] } ], "source": [ "import os\n", + "from wget import download\n", "\n", "filename = 'gd1_photo.fits'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_photo.fits" + " print(download(path+filename))" ] }, { @@ -267,8 +251,6 @@ "metadata": {}, "outputs": [], "source": [ - "import matplotlib as mpl\n", - "\n", "if IN_COLAB:\n", " coords = [(0.2, 17.5), \n", " (0.2, 19.5), \n", @@ -277,10 +259,10 @@ " (0.4, 19),\n", " (0.4, 17.5)] \n", "else:\n", - " mpl.use('TkAgg')\n", + " plt.use('TkAgg')\n", " plot_cmd(photo_table)\n", " coords = plt.ginput(10)\n", - " mpl.use('agg')" + " plt.use('agg')" ] }, { @@ -522,21 +504,23 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import os\n", + "from wget import download\n", "\n", "filename = 'gd1_candidates.hdf5'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_candidates.hdf5" + " print(download(path+filename))" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -1240,6 +1224,17 @@ "!ls -lh gd1_merged.hdf5" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you are using Windows, `ls` might not work; in that case, try:\n", + "\n", + "```\n", + "!dir gd1_merged.hdf5\n", + "```" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/07_plot.ipynb b/07_plot.ipynb index f93331b..8f4bbaa 100644 --- a/07_plot.ipynb +++ b/07_plot.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Introduction\n", + "## Lesson 7\n", "\n", "This is the seventh in a series of lessons related to astronomy data.\n", "\n", @@ -19,8 +19,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Lesson 7\n", - "\n", "Here are the steps in this notebook:\n", "\n", "1. Starting with the figure from the previous notebook, we'll add annotations to present the results more clearly.\n", @@ -55,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -65,8 +63,7 @@ "IN_COLAB = 'google.colab' in sys.modules\n", "\n", "if IN_COLAB:\n", - " !pip install astroquery astro-gala pyia\n", - " !mkdir data" + " !pip install astroquery astro-gala pyia python-wget" ] }, { @@ -131,56 +128,36 @@ "source": [ "## Plotting GD-1\n", "\n", - "Let's focus on the figure in the lower left..." + "Let's start with the panel in the lower left. The following cell reloads the data." ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "--2020-10-05 10:24:55-- https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_merged.hdf5\n", - "Resolving github.com (github.com)... 140.82.112.4\n", - "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n", - "HTTP request sent, awaiting response... 302 Found\n", - "Location: https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/data/gd1_merged.hdf5 [following]\n", - "--2020-10-05 10:24:56-- https://raw.githubusercontent.com/AllenDowney/AstronomicalData/main/data/gd1_merged.hdf5\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.116.133\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.116.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 2006352 (1.9M) [application/octet-stream]\n", - "Saving to: ‘gd1_merged.hdf5’\n", - "\n", - "gd1_merged.hdf5 100%[===================>] 1.91M 6.14MB/s in 0.3s \n", - "\n", - "2020-10-05 10:24:56 (6.14 MB/s) - ‘gd1_merged.hdf5’ saved [2006352/2006352]\n", - "\n" + "gd1_merged.hdf5\n" ] } ], "source": [ "import os\n", + "from wget import download\n", "\n", "filename = 'gd1_merged.hdf5'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_merged.hdf5" + " print(download(path+filename))" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -219,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -267,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -326,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -348,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -357,15 +334,13 @@ "10.0" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import matplotlib as mpl\n", - "\n", - "mpl.rcParams['font.size']" + "plt.rcParams['font.size']" ] }, { @@ -377,11 +352,11 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "mpl.rcParams['font.size'] = 14" + "plt.rcParams['font.size'] = 14" ] }, { @@ -415,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -449,7 +424,7 @@ " 'tableau-colorblind10']" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -464,17 +439,19 @@ "source": [ "Note that `seaborn-paper`, `seaborn-talk` and `seaborn-poster` are particularly intended to prepare versions of a figure with text sizes and other features that work well in papers, talks, and posters.\n", "\n", - "To use any of these style sheets, run `plt.style.use` like this:" + "To use any of these style sheets, run `plt.style.use` like this:\n", + "\n", + "```\n", + "plt.style.use('fivethirtyeight')\n", + "```" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "plt.style.use('fivethirtyeight')" - ] + "source": [] }, { "cell_type": "markdown", @@ -491,21 +468,7 @@ "source": [ "If you can't find a style sheet that's exactly what you want, you can make your own. This repository includes a style sheet called `az-paper-twocol.mplstyle`, with customizations chosen by Azalee Bostroem for publication in astronomy journals.\n", "\n", - "You can use it like this:" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "filename = 'az-paper-twocol.mplstyle'\n", - "\n", - "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/az-paper-twocol.mplstyle" + "The following cell downloads the style sheet." ] }, { @@ -514,31 +477,66 @@ "metadata": {}, "outputs": [], "source": [ - "plt.style.use('./az-paper-twocol.mplstyle')" + "import os\n", + "\n", + "filename = 'az-paper-twocol.mplstyle'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", + "\n", + "if not os.path.exists(filename):\n", + " print(download(path+filename))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The prefix `./` tells Matplotlib to look for the file in the current directory.\n", + "You can use it like this:\n", "\n", - "As an alternative, you can install a style sheet for your own use by putting it in your configuration directory. To find out where that is, you can run the following command:" + "```\n", + "plt.style.use('./az-paper-twocol.mplstyle')\n", + "```\n", + "\n", + "The prefix `./` tells Matplotlib to look for the file in the current directory." ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The prefix `./` tells Matplotlib to look for the file in the current directory.\n", - "\n", "As an alternative, you can install a style sheet for your own use by putting it in your configuration directory. To find out where that is, you can run the following command:\n", "\n", "```\n", + "import matplotlib as mpl\n", + "\n", "mpl.get_configdir()\n", "```" ] }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/home/downey/.config/matplotlib'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -555,16 +553,32 @@ "text.usetex : true\n", "```\n", "\n", - "Or in a notebook you can run the following cell." + "Or in a notebook you can run the following code.\n", + "\n", + "```\n", + "plt.rcParams['text.usetex'] = True\n", + "```" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'plt' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrcParams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'text.usetex'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined" + ] + } + ], "source": [ - "mpl.rcParams['text.usetex'] = True" + "plt.rcParams['text.usetex'] = True" ] }, { @@ -623,9 +637,10 @@ "import os\n", "\n", "filename = 'gd1_dataframe.hdf5'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_dataframe.hdf5" + " print(download(path+filename))" ] }, { @@ -754,7 +769,7 @@ } ], "source": [ - "mpl.rcParams['text.usetex'] = False\n", + "plt.rcParams['text.usetex'] = False\n", "plt.style.use('default')\n", "\n", "plot_proper_motion(centerline)" @@ -778,9 +793,10 @@ "import os\n", "\n", "filename = 'gd1_candidates.hdf5'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_candidates.hdf5" + " print(download(path+filename))" ] }, { @@ -951,9 +967,10 @@ "import os\n", "\n", "filename = 'gd1_polygon.hdf5'\n", + "path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n", "\n", "if not os.path.exists(filename):\n", - " !wget https://github.com/AllenDowney/AstronomicalData/raw/main/data/gd1_polygon.hdf5" + " print(download(path+filename))" ] }, { diff --git a/README.md b/README.md index a6a7b98..190277b 100644 --- a/README.md +++ b/README.md @@ -25,13 +25,16 @@ links below, you can read the notebooks on NBViewer or run them on Colab. If yo want to run the notebooks in your own environment, you can download them from this repository and follow the instructions below to set up your environment. -### Prerequisites +This material is also available in the form of [Carpentries lessons](https://datacarpentry.github.io/astronomy-python), but you should be +aware that these versions might diverge in the future. + +**Prerequisites** This material should be accessible to people familiar with basic Python, but not necessarily the libraries we will use, like Astropy or Pandas. If you are familiar with Python lists and dictionaries, and you know how to write a function that takes parameters and returns a value, that should be enough. We assume that you are familiar with astronomy at the undergraduate level, but we will not assume specialized knowledge of the datasets or analysis methods we'll use. -### Notebook 1 +**Notebook 1** This notebook demonstrates the following steps: @@ -50,7 +53,7 @@ Press this button to run this notebook on Colab: [or click here to read it on NBViewer](https://nbviewer.jupyter.org/github/AllenDowney/AstronomicalData/blob/main/01_query.ipynb) -### Notebook 2 +**Notebook 2** This notebook starts with an example that does a "cone search"; that is, it selects stars that appear in a circular region of the sky. @@ -73,7 +76,7 @@ Press this button to run this notebook on Colab: [or click here to read it on NBViewer](https://nbviewer.jupyter.org/github/AllenDowney/AstronomicalData/blob/main/02_coords.ipynb) -### Notebook 3 +**Notebook 3** Here are the steps in this notebook: @@ -94,7 +97,7 @@ Press this button to run this notebook on Colab: [or click here to read it on NBViewer](https://nbviewer.jupyter.org/github/AllenDowney/AstronomicalData/blob/main/03_motion.ipynb) -### Notebook 4 +**Notebook 4** Here are the steps in this notebook: @@ -113,7 +116,7 @@ Press this button to run this notebook on Colab: [or click here to read it on NBViewer](https://nbviewer.jupyter.org/github/AllenDowney/AstronomicalData/blob/main/04_select.ipynb) -### Notebook 5 +**Notebook 5** Here are the steps in this notebook: @@ -130,7 +133,7 @@ Press this button to run this notebook on Colab: [or click here to read it on NBViewer](https://nbviewer.jupyter.org/github/AllenDowney/AstronomicalData/blob/main/05_join.ipynb) -### Notebook 6 +**Notebook 6** Here are the steps in this notebook: @@ -147,7 +150,7 @@ Press this button to run this notebook on Colab: [or click here to read it on NBViewer](https://nbviewer.jupyter.org/github/AllenDowney/AstronomicalData/blob/main/06_photo.ipynb) -### Notebook 7 +**Notebook 7** Here are the steps in this notebook: @@ -164,6 +167,6 @@ Press this button to run this notebook on Colab: [or click here to read it on NBViewer](https://nbviewer.jupyter.org/github/AllenDowney/AstronomicalData/blob/main/07_plot.ipynb) -## Installation instructions +**Installation instructions** Coming soon. diff --git a/environment.yml b/environment.yml index 1eee877..19b15fc 100644 --- a/environment.yml +++ b/environment.yml @@ -16,7 +16,7 @@ dependencies: - astropy - astroquery - astro-gala - - wget + - python-wget - pip - pip: - pyia diff --git a/test_setup.ipynb b/test_setup.ipynb index 99b3932..10b3888 100644 --- a/test_setup.ipynb +++ b/test_setup.ipynb @@ -4,6 +4,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "# Astronomical Data in Python\n", + "\n", "This notebook imports the libraries we need for the workshop.\n", "\n", "If any of them are missing, you'll get an error message.\n", @@ -13,7 +15,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from wget import download" + ] + }, + { + "cell_type": "code", + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +69,24 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Created TAP+ (v1.2.1) - Connection:\n", + "\tHost: gea.esac.esa.int\n", + "\tUse HTTPS: True\n", + "\tPort: 443\n", + "\tSSL Port: 443\n", + "Created TAP+ (v1.2.1) - Connection:\n", + "\tHost: geadata.esac.esa.int\n", + "\tUse HTTPS: True\n", + "\tPort: 443\n", + "\tSSL Port: 443\n" + ] + } + ], "source": [ "# Note: running this import statement opens a connection\n", "# to a Gaia server, so it will fail if you are not connected\n", @@ -67,6 +95,15 @@ "from astroquery.gaia import Gaia" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "During the workshop, we might put some code on Slack and ask you to cut and paste it into the notebook.\n", + "\n", + "If you are on a Mac, you might encounter a problem: " + ] + }, { "cell_type": "code", "execution_count": null,