Reconstructed neuron (cerebellar, hippocampal, striatal) sims using predicted diameters (Reed et al)

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Accession:267048
Many neuron morphologies in NeuroMorpho.org do not contain accurate dendritic diameters that are needed for simulations. We used a set of archives which did have realistic morphologies to derive equations predicting dendritic diameter, and to create morphologies using the predictions. The equations and new morphologies are derived by 1. extracting morphology features from swc files (morph_feature_extract.py) 2. using multiple regression to derive equations predicting diameter, (morph_feature_extract.py ) 3. using the equations to create the new morphology files from original swc file (shape_shifter.py). The python programs are all available from github.com/neurord/ShapeShifter We simulated the original morphologies and the morphologies with predicted diameter in Moose, evaluating the response to current injection and synaptic input. The code provided implements those simulations
Reference:
1 . Reed JD, Blackwell KT (2021) Prediction of Neural Diameter From Morphology to Enable Accurate Simulation. Front Neuroinform 15:666695 [PubMed]
Model Information (Click on a link to find other models with that property)
Model Type: Neuron or other electrically excitable cell;
Brain Region(s)/Organism:
Cell Type(s): Hippocampus CA1 pyramidal GLU cell; Cerebellum Purkinje GABA cell; Striatal projection neuron;
Channel(s):
Gap Junctions:
Receptor(s): AMPA;
Gene(s):
Transmitter(s):
Simulation Environment: MOOSE/PyMOOSE;
Model Concept(s):
Implementer(s): Blackwell, Avrama [avrama at gmu.edu]; Reed, Jonathon;
Search NeuronDB for information about:  Hippocampus CA1 pyramidal GLU cell; Cerebellum Purkinje GABA cell; AMPA;
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1715_3 1714_3 -18.5 -0.3816 68.76 1.0
1716_3 1715_3 -19.330000000000002 -0.1711 69.11 1.0
1717_3 1716_3 -20.79 0.6579 70.9 1.0
1718_3 1717_3 -20.79 0.6579 71.59 1.0
1719_3 1718_3 -22.45 1.9080000000000001 74.58 1.0
1720_3 1719_3 -22.45 1.9080000000000001 75.01 1.0
1721_3 1720_3 -23.7 2.316 78.0 1.0
1722_3 1721_3 -23.91 1.9080000000000001 78.51 1.0
1723_3 1722_3 -24.53 0.6579 80.04 1.0
1724_3 1723_3 -24.53 0.6579 80.31 1.0
1725_3 1724_3 -25.37 0.6579 81.68 1.0
1726_3 1725_3 -25.57 0.6579 82.36 1.0
1727_3 1726_3 -25.97 -1.0130000000000001 83.99 1.0
1728_3 1727_3 -25.97 -1.0130000000000001 85.01 1.0
1729_3 1728_3 -25.97 -2.053 85.95 1.0
1730_3 1729_3 -26.18 -2.263 85.95 1.0
1731_3 1730_3 -26.82 -3.5 87.07000000000001 1.0
1732_3 1731_3 -26.82 -3.908 87.92 1.0
1733_3 1732_3 -27.03 -5.382 88.61 1.0
1734_3 1733_3 -27.03 -5.789 88.86 1.0
1735_3 1734_3 -27.86 -6.632000000000001 90.14 1.0
1736_3 1735_3 -28.28 -7.25 90.66 1.0
1737_3 1736_3 -29.11 -7.461 91.77 1.0
1738_3 1737_3 -29.32 -7.882000000000001 92.63 1.0
1739_3 1738_3 -29.93 -8.921 93.65 1.0
1740_3 1739_3 -30.36 -9.329 94.16 1.0
1741_3 1740_3 -31.18 -9.961 95.28 1.0
1742_3 1741_3 -31.39 -9.961 95.45 1.0
1743_3 1742_3 -32.22 -11.0 99.64 1.0
1744_3 1743_3 -32.43 -11.83 110.10000000000001 1.0
1745_3 1744_3 -32.43 -11.83 110.4 1.0
1746_3 1745_3 -32.84 -12.25 116.4 1.0
1747_3 1746_3 -33.05 -12.25 116.7 1.0
1748_3 1747_3 -35.13 -12.46 118.4 1.0
1749_3 1748_3 -35.13 -12.46 118.60000000000001 1.0
1750_3 1749_3 -35.76 -12.46 119.9 1.0
1751_3 1750_3 -35.76 -13.08 120.5 1.0
1752_3 1751_3 -35.76 -13.91 120.7 1.0
1753_3 1752_3 -35.550000000000004 -13.91 121.10000000000001 1.0
1754_3 1753_3 -34.51 -14.120000000000001 122.60000000000001 1.0
1755_3 1754_3 -34.09 -14.120000000000001 122.9 1.0
1756_3 1755_3 -32.84 -14.120000000000001 125.30000000000001 1.0
1757_3 1756_3 -32.84 -14.120000000000001 125.7 1.0
1758_3 1757_3 -29.93 -14.950000000000001 126.60000000000001 1.0
1759_3 1758_3 -27.240000000000002 -16.0 126.60000000000001 1.0
1760_3 1759_3 -27.240000000000002 -16.2 126.80000000000001 1.0
1761_3 1760_3 -25.16 -16.62 127.30000000000001 1.0
1762_3 1761_3 -24.53 -16.62 127.5 1.0
1763_3 1762_3 -22.66 -15.16 130.6 1.0
1764_3 1763_3 -22.45 -14.950000000000001 130.9 1.0
1765_3 1764_3 -22.45 -14.75 130.9 1.0
1766_3 1765_3 -22.03 -13.290000000000001 131.70000000000002 1.0
1767_3 1766_3 -21.62 -13.08 132.1 1.0
1768_3 1767_3 -20.79 -12.66 132.6 1.0
1769_3 1768_3 -20.580000000000002 -12.66 132.70000000000002 1.0
1770_3 1769_3 -19.330000000000002 -12.66 133.1 1.0
1771_3 1770_3 -19.13 -12.66 133.1 1.0
1772_3 1771_3 -18.09 -12.66 133.1 1.0
1773_3 1_1 2.289 2.947 29.51 1.0
1774_3 1773_3 4.987 8.566 41.57 1.0
1775_3 1774_3 5.829 11.89 41.57 1.0
1776_3 1775_3 7.487 13.36 40.37 1.0
1777_3 1776_3 7.487 13.76 39.09 1.0
1778_3 1777_3 7.276 16.05 35.92 1.0
1779_3 1778_3 7.276 16.47 35.75 1.0
1780_3 1779_3 7.276 17.93 51.06 1.0
1781_3 1780_3 7.697 19.39 53.11 1.0
1782_3 1781_3 7.908 19.39 53.11 1.0
1783_3 1782_3 10.18 19.39 55.25 1.0
1784_3 1783_3 10.39 19.39 55.51 1.0
1785_3 1784_3 12.26 19.39 56.19 1.0
1786_3 1785_3 12.89 19.39 56.36 1.0
1787_3 1786_3 14.97 19.39 57.99 1.0
1788_3 1787_3 15.18 19.59 58.33 1.0
1789_3 1788_3 15.59 22.3 59.1 1.0
1790_3 1789_3 15.59 22.51 59.95 1.0
1791_3 1790_3 15.59 24.8 60.72 1.0
1792_3 1791_3 15.59 24.8 60.89 1.0
1793_3 1792_3 16.01 26.05 60.81 1.0
1794_3 1793_3 16.43 27.38 67.48 1.0
1795_3 1794_3 16.43 28.63 68.92 1.0
1796_3 1795_3 16.43 29.05 69.62 1.0
1797_3 1796_3 15.8 29.67 71.67 1.0
1798_3 1797_3 15.59 29.67 72.18 1.0
1799_3 1798_3 15.18 29.67 73.89 1.0
1800_3 1799_3 15.18 29.88 74.75 1.0
1801_3 1800_3 14.76 31.34 77.23 1.0
1802_3 1801_3 14.55 31.55 78.09 1.0
1803_3 1802_3 14.34 33.0 83.73 1.0
1804_3 1803_3 14.34 33.0 85.01 1.0
1805_3 1804_3 14.34 34.67 87.92 1.0
1806_3 1805_3 14.34 34.67 88.69 1.0
1807_3 1806_3 12.89 36.54 90.14 1.0
1808_3 1807_3 12.07 37.37 90.74 1.0
1809_3 1808_3 11.64 38.62 92.11 1.0
1810_3 1809_3 11.64 39.04 92.63 1.0
1811_3 1810_3 11.64 41.12 95.19 1.0
1812_3 1811_3 11.64 41.54 96.56 1.0
1813_3 1812_3 11.03 43.0 100.5 1.0
1814_3 1813_3 10.82 43.410000000000004 101.0 1.0
1815_3 1814_3 12.07 43.83 95.19 1.0
1816_3 1815_3 13.51 44.660000000000004 95.79 1.0
1817_3 1816_3 13.51 45.08 96.39 1.0
1818_3 1817_3 13.51 46.74 100.4 1.0
1819_3 1818_3 13.51 46.74 100.80000000000001 1.0
1820_3 1819_3 13.93 49.24 103.80000000000001 1.0
1821_3 1820_3 13.93 49.24 104.2 1.0
1822_3 1821_3 15.18 49.870000000000005 106.2 1.0
1823_3 1822_3 15.18 50.07 106.9 1.0
1824_3 1823_3 16.22 51.53 108.4 1.0
1825_3 1824_3 16.43 51.95 109.0 1.0
1826_3 1825_3 16.84 52.160000000000004 109.0 1.0
1827_3 1826_3 17.26 52.99 110.9 1.0
1828_3 1827_3 17.67 53.2 111.9 1.0
1829_3 1828_3 17.88 54.43 114.30000000000001 1.0
1830_3 1829_3 18.09 54.64 114.30000000000001 1.0
1831_3 1830_3 21.0 56.93 116.80000000000001 1.0
1832_3 1831_3 21.42 56.93 117.4 1.0
1833_3 1832_3 21.42 57.14 117.4 1.0
1834_3 1833_3 21.63 57.97 118.60000000000001 1.0
1835_3 1834_3 21.63 58.61 119.2 1.0
1836_3 1835_3 22.87 60.26 123.10000000000001 1.0
1837_3 1836_3 23.080000000000002 60.68 123.60000000000001 1.0
1838_3 1837_3 23.29 61.93 125.7 1.0
1839_3 1838_3 23.29 62.14 126.2 1.0
1840_3 1839_3 23.080000000000002 63.18 127.4 1.0
1841_3 1840_3 22.66 63.61 127.9 1.0
1842_3 1841_3 22.66 64.01 128.20000000000002 1.0
1843_3 1842_3 21.830000000000002 64.84 128.6 1.0
1844_3 1843_3 21.42 65.26 129.1 1.0
1845_3 1844_3 20.17 66.51 129.5 1.0
1846_3 1845_3 20.17 67.34 129.6 1.0
1847_3 1846_3 20.17 68.38 129.70000000000002 1.0
1848_3 1847_3 19.75 68.59 130.20000000000002 1.0
1849_3 1848_3 18.71 69.01 131.1 1.0
1850_3 1849_3 18.71 69.01 131.9 1.0
1851_3 1814_3 8.526 44.87 99.38 1.0
1852_3 1851_3 8.526 44.87 99.55 1.0
1853_3 1852_3 5.618 44.660000000000004 101.10000000000001 1.0
1854_3 1853_3 4.987 44.660000000000004 101.10000000000001 1.0
1855_3 1854_3 3.75 46.33 101.2 1.0
1856_3 1855_3 3.539 46.53 101.30000000000001 1.0
1857_3 1856_3 3.539 46.74 101.9 1.0
1858_3 1857_3 2.697 47.37 103.30000000000001 1.0
1859_3 1858_3 2.079 47.76 104.10000000000001 1.0
1860_3 1859_3 1.868 47.99 104.10000000000001 1.0
1861_3 1860_3 -0.40790000000000004 49.24 105.4 1.0
1862_3 1861_3 -1.447 49.870000000000005 106.10000000000001 1.0
1863_3 1862_3 -1.447 50.07 106.10000000000001 1.0
1864_3 1863_3 -3.737 51.53 106.7 1.0
1865_3 1864_3 -3.947 51.74 106.9 1.0
1866_3 1865_3 -4.158 51.95 106.9 1.0
1867_3 1866_3 -5.816 53.59 107.0 1.0
1868_3 1867_3 -6.434 54.24 107.0 1.0
1869_3 1868_3 -8.105 56.11 107.0 1.0
1870_3 1869_3 -8.105 56.53 107.0 1.0
1871_3 1870_3 -8.316 57.14 107.0 1.0
1872_3 1871_3 -9.355 59.43 107.2 1.0
1873_3 1872_3 -9.566 60.26 107.30000000000001 1.0
1874_3 1873_3 -9.566 63.800000000000004 108.2 1.0
1875_3 1874_3 -9.566 64.84 108.30000000000001 1.0
1876_3 1875_3 -9.974 69.01 108.80000000000001 1.0
1877_3 1876_3 -9.974 69.42 107.2 1.0
1878_3 1877_3 -10.18 69.63 105.80000000000001 1.0
1879_3 1878_3 -11.01 72.13 103.9 1.0
1880_3 1879_3 -11.22 72.76 103.60000000000001 1.0
1881_3 1880_3 -11.43 72.96000000000001 103.4 1.0
1882_3 1881_3 -13.51 75.88 103.30000000000001 1.0
1883_3 1882_3 -13.72 76.71000000000001 103.30000000000001 1.0
1884_3 1883_3 -14.55 79.21000000000001 103.30000000000001 1.0
1885_3 1884_3 -14.55 79.63 103.30000000000001 1.0
1886_3 1885_3 -15.17 81.08 103.30000000000001 1.0
1887_3 1886_3 -15.17 81.5 103.30000000000001 1.0
1888_3 1887_3 -15.38 81.71000000000001 103.30000000000001 1.0
1889_3 1888_3 -15.8 82.33 103.30000000000001 1.0
1890_3 1793_3 15.8 27.3 57.82 1.0
1891_3 1890_3 15.8 27.5 57.47 1.0
1892_3 1891_3 16.22 28.75 55.42 1.0
1893_3 1892_3 16.63 28.96 55.25 1.0
1894_3 1893_3 17.88 28.34 53.88 1.0
1895_3 1894_3 17.88 28.34 53.71 1.0
1896_3 1895_3 18.71 28.34 52.43 1.0
1897_3 1896_3 19.34 28.34 51.4 1.0
1898_3 1897_3 20.17 28.55 49.69 1.0
1899_3 1898_3 20.17 28.75 49.35 1.0
1900_3 1899_3 21.0 30.84 52.26 1.0
1901_3 1900_3 21.0 30.84 51.910000000000004 1.0
1902_3 1901_3 21.0 32.71 47.89 1.0
1903_3 1902_3 21.0 32.92 47.13 1.0
1904_3 1903_3 21.42 35.62 44.13 1.0
1905_3 1904_3 21.63 35.83 43.96 1.0
1906_3 1905_3 22.87 37.910000000000004 42.58 1.0
1907_3 1906_3 22.87 37.910000000000004 42.25 1.0
1908_3 1907_3 23.71 39.160000000000004 41.14 1.0
1909_3 1908_3 24.12 39.37 40.71 1.0
1910_3 1909_3 25.37 40.2 40.11 1.0
1911_3 1910_3 25.580000000000002 40.62 40.11 1.0
1912_3 1911_3 26.39 41.87 40.11 1.0
1913_3 1912_3 26.39 42.49 40.11 1.0
1914_3 1913_3 26.39 43.74 40.11 1.0
1915_3 1914_3 26.39 44.14 39.6 1.0
1916_3 1915_3 26.39 46.03 39.17 1.0
1917_3 1916_3 28.28 47.07 39.34 1.0
1918_3 1917_3 28.28 47.28 40.01 1.0
1919_3 1918_3 29.95 50.39 39.34 1.0
1920_3 1919_3 30.14 50.61 39.09 1.0
1921_3 1920_3 30.57 52.88 36.61 1.0
1922_3 1921_3 30.57 53.11 35.84 1.0
1923_3 1922_3 30.36 55.61 34.38 1.0
1924_3 1923_3 30.57 55.82 34.04 1.0
1925_3 1924_3 30.990000000000002 58.11 33.44 1.0
1926_3 1925_3 31.61 58.51 33.44 1.0
1927_3 1926_3 32.43 59.14 33.44 1.0
1928_3 1927_3 32.43 59.57 33.44 1.0
1929_3 1928_3 32.43 62.68 33.44 1.0
1930_3 1929_3 32.43 63.300000000000004 33.44 1.0
1931_3 1930_3 34.51 66.43 33.18 1.0
1932_3 1931_3 34.72 66.63 33.18 1.0
1933_3 1932_3 35.550000000000004 70.8 33.1 1.0
1934_3 1933_3 35.97 71.01 33.1 1.0
1935_3 1934_3 38.46 73.71000000000001 30.96 1.0
1936_3 1935_3 38.88 73.71000000000001 30.62 1.0
1937_3 1936_3 42.42 76.42 30.02 1.0
1938_3 1937_3 42.42 76.63 29.93 1.0
1939_3 1938_3 44.29 80.37 29.93 1.0
1940_3 1939_3 45.75 85.37 34.47 1.0
1941_3 1940_3 45.75 85.58 34.64 1.0
1942_3 1941_3 46.160000000000004 90.57000000000001 32.33 1.0
1943_3 1942_3 46.160000000000004 90.78 31.560000000000002 1.0
1944_3 1943_3 46.37 93.91 27.37 1.0
1945_3 1944_3 46.37 93.91 26.84 1.0
1946_3 1945_3 46.37 97.03 24.55 1.0
1947_3 1946_3 46.37 97.03 24.29 1.0
1948_3 1947_3 46.37 99.09 21.11 1.0
1949_3 1948_3 46.37 99.32000000000001 20.36 1.0
1950_3 1949_3 45.95 102.9 18.3 1.0
1951_3 1950_3 45.95 102.9 17.79 1.0
1952_3 1951_3 46.99 104.5 15.57 1.0
1953_3 1952_3 48.24 105.80000000000001 13.51 1.0
1954_3 1953_3 48.45 106.0 12.91 1.0
1955_3 1954_3 50.32 107.0 10.01 1.0
1956_3 1955_3 50.74 107.0 9.664 1.0
1957_3 1956_3 52.18 107.60000000000001 7.184 1.0
1958_3 1957_3 53.22 108.10000000000001 7.184 1.0
1959_3 1958_3 53.64 108.30000000000001 5.6450000000000005 1.0
1960_3 1959_3 53.42 109.2 3.336 1.0
1961_3 1960_3 53.42 109.2 2.48 1.0
1962_3 1961_3 53.42 111.5 -0.42760000000000004 1.0
1963_3 1962_3 53.42 111.9 -1.197 1.0
1964_3 1963_3 54.47 112.9 -3.079 1.0
1965_3 1964_3 54.68 112.9 -3.592 1.0
1966_3 1965_3 55.11 112.9 -7.783 1.0
1967_3 1966_3 55.300000000000004 112.9 -8.724 1.0
1968_3 1967_3 57.38 114.0 -12.91 1.0
1969_3 1968_3 57.38 114.2 -13.09 1.0
1970_3 1969_3 59.46 115.80000000000001 -14.370000000000001 1.0
1971_3 1970_3 59.88 116.10000000000001 -14.97 1.0
1972_3 1971_3 60.300000000000004 116.9 -17.96 1.0
1973_3 1972_3 60.5 116.9 -18.900000000000002 1.0
1974_3 1973_3 62.38 117.5 -20.53 1.0
1975_3 1974_3 62.38 118.10000000000001 -20.87 1.0
1976_3 1975_3 63.83 120.60000000000001 -24.29 1.0
1977_3 1976_3 63.83 120.80000000000001 -24.29 1.0
1978_3 1977_3 64.87 122.5 -25.490000000000002 1.0
1979_3 1978_3 64.87 122.7 -25.830000000000002 1.0
1980_3 1979_3 63.42 124.2 -28.39 1.0
1981_3 1980_3 63.42 124.80000000000001 -29.51 1.0
1982_3 1981_3 63.620000000000005 127.5 -30.36 1.0
1983_3 1982_3 63.620000000000005 128.1 -30.53 1.0
1984_3 1983_3 63.0 129.8 -30.96 1.0
1985_3 1984_3 62.38 130.20000000000002 -31.05 1.0
1986_3 1985_3 62.17 130.20000000000002 -31.05 1.0
1987_3 1986_3 61.75 130.8 -31.13 1.0
1988_3 1_1 9.566 1.987 13.17 1.0
1989_3 1988_3 9.776 0.5395 13.17 1.0
1990_3 1989_3 9.145 -0.7105 13.17 1.0
1991_3 1990_3 8.737 -1.1320000000000001 13.17 1.0
1992_3 1991_3 8.737 -1.342 13.17 1.0
1993_3 1992_3 7.908 -2.789 13.17 1.0
1994_3 1993_3 7.908 -3.0 13.26 1.0
1995_3 1994_3 7.697 -3.632 13.17 1.0
1996_3 1995_3 7.487 -3.842 13.17 1.0
1997_3 1996_3 7.487 -4.039 13.17 1.0
1998_3 1997_3 6.658 -4.671 13.26 1.0
1999_3 1998_3 5.829 -5.921 15.31 1.0
2000_3 1999_3 5.829 -6.132000000000001 15.65 1.0
2001_3 2000_3 6.658 -7.579 17.11 1.0
2002_3 2001_3 6.868 -7.579 17.45 1.0
2003_3 2002_3 7.066 -8.421 18.13 1.0
2004_3 2003_3 7.276 -8.618 18.22 1.0
2005_3 2004_3 7.487 -8.816 18.3 1.0
2006_3 1_1 4.579 12.18 24.89 1.0
2007_3 2006_3 4.789 14.89 22.41 1.0
2008_3 2007_3 4.987 15.11 21.98 1.0
2009_3 2008_3 5.197 16.97 27.97 1.0
2010_3 2009_3 5.408 16.97 27.97 1.0
2011_3 2010_3 5.408 18.43 29.34 1.0
2012_3 2011_3 5.197 18.64 29.59 1.0
2013_3 2012_3 4.368 21.14 30.79 1.0
2014_3 2013_3 4.158 21.76 30.79 1.0
2015_3 2014_3 3.539 23.84 30.79 1.0
2016_3 2015_3 3.329 24.26 31.05 1.0
2017_3 2016_3 3.329 24.68 31.05 1.0
2018_3 2017_3 3.75 25.5 31.13 1.0
2019_3 2018_3 3.947 26.55 31.220000000000002 1.0
2020_3 2019_3 4.368 27.17 31.64 1.0
2021_3 2020_3 4.368 28.01 31.900000000000002 1.0
2022_3 2021_3 4.368 29.67 31.990000000000002 1.0
2023_3 2022_3 4.789 29.88 31.3 1.0
2024_3 2023_3 4.987 30.3 30.79 1.0
2025_3 2024_3 6.026 32.59 30.28 1.0
2026_3 2025_3 8.105 32.79 29.76 1.0
2027_3 2026_3 8.105 32.79 29.51 1.0
2028_3 2027_3 9.355 35.08 31.990000000000002 1.0
2029_3 2028_3 11.03 38.0 32.59 1.0
2030_3 2029_3 11.64 38.62 33.18 1.0
2031_3 2030_3 12.47 40.5 35.84 1.0
2032_3 2031_3 12.68 40.910000000000004 36.26 1.0
2033_3 2032_3 13.290000000000001 42.58 37.2 1.0
2034_3 2033_3 13.290000000000001 43.0 37.2 1.0
2035_3 2034_3 14.55 46.33 40.2 1.0
2036_3 2035_3 14.55 46.33 40.71 1.0
2037_3 2036_3 16.01 49.870000000000005 43.11 1.0
2038_3 2037_3 18.09 52.36 43.11 1.0
2039_3 2038_3 20.38 56.32 43.19 1.0
2040_3 2039_3 20.59 56.53 43.19 1.0
2041_3 2040_3 22.45 58.82 43.19 1.0
2042_3 2041_3 22.66 58.82 43.19 1.0
2043_3 2042_3 23.5 60.68 43.36 1.0
2044_3 2043_3 23.91 60.89 43.53 1.0
2045_3 2044_3 25.16 62.36 43.79 1.0
2046_3 2045_3 25.16 62.550000000000004 43.79 1.0
2047_3 2046_3 27.45 67.13 41.910000000000004 1.0
2048_3 2047_3 27.45 67.34 41.72 1.0
2049_3 2048_3 30.36 69.22 41.72 1.0
2050_3 2049_3 30.57 69.63 41.65 1.0
2051_3 2050_3 30.78 71.51 41.72 1.0
2052_3 2051_3 30.990000000000002 71.71000000000001 41.65 1.0
2053_3 2052_3 30.990000000000002 71.92 41.65 1.0
2054_3 2053_3 33.07 73.17 41.65 1.0
2055_3 2054_3 33.47 73.38 41.72 1.0
2056_3 2055_3 33.68 73.59 41.72 1.0
2057_3 2056_3 34.11 74.84 41.65 1.0
2058_3 2057_3 34.93 75.67 41.65 1.0
2059_3 2058_3 36.800000000000004 77.34 41.72 1.0
2060_3 2059_3 37.22 78.17 41.72 1.0
2061_3 2060_3 37.42 78.59 41.72 1.0
2062_3 2061_3 38.46 79.63 41.65 1.0
2063_3 2062_3 38.88 80.04 41.72 1.0
2064_3 2063_3 42.21 80.88 39.68 1.0
2065_3 2064_3 42.42 81.08 38.74 1.0
2066_3 2065_3 44.29 82.33 35.410000000000004 1.0
2067_3 2066_3 45.95 83.58 35.410000000000004 1.0
2068_3 2067_3 46.160000000000004 83.58 35.410000000000004 1.0
2069_3 2068_3 47.410000000000004 83.79 38.660000000000004 1.0
2070_3 2025_3 5.829 35.29 28.48 1.0
2071_3 2070_3 5.408 35.92 28.48 1.0
2072_3 2071_3 3.947 38.21 33.78 1.0
2073_3 2072_3 3.947 38.62 34.13 1.0
2074_3 2073_3 3.947 40.910000000000004 34.47 1.0
2075_3 2074_3 3.947 41.33 34.550000000000004 1.0
2076_3 2075_3 3.118 44.87 34.64 1.0
2077_3 2076_3 2.908 45.29 34.64 1.0
2078_3 2077_3 2.908 45.910000000000004 34.64 1.0
2079_3 2078_3 2.908 48.61 34.64 1.0
2080_3 2079_3 2.908 49.24 34.64 1.0
2081_3 2080_3 2.5 52.36 36.95 1.0
2082_3 2081_3 2.5 52.550000000000004 37.2 1.0
2083_3 2082_3 2.5 54.86 38.06 1.0
2084_3 2083_3 2.5 55.07 38.83 1.0
2085_3 2084_3 3.329 59.03 40.44 1.0
2086_3 2085_3 3.329 63.18 40.800000000000004 1.0
2087_3 2086_3 4.158 64.01 40.800000000000004 1.0
2088_3 2087_3 4.789 68.59 41.480000000000004 1.0
2089_3 2088_3 4.987 72.13 41.82 1.0
2090_3 2089_3 4.987 72.76 41.910000000000004 1.0
2091_3 2090_3 4.579 75.88 42.58 1.0
2092_3 2091_3 4.368 76.09 43.0 1.0
2093_3 2092_3 2.697 79.63 41.39 1.0
2094_3 2093_3 2.697 79.83 41.39 1.0
2095_3 2094_3 1.671 83.17 41.39 1.0
2096_3 2095_3 1.461 83.58 41.22 1.0
2097_3 2096_3 -1.25 87.33 38.57 1.0
2098_3 2097_3 -1.447 87.54 38.4 1.0
2099_3 2098_3 -1.447 87.95 38.4 1.0
2100_3 2099_3 -2.289 91.08 37.72 1.0
2101_3 2100_3 -2.487 91.7 37.38 1.0
2102_3 2101_3 -5.197 96.89 36.95 1.0
2103_3 2102_3 -5.3950000000000005 97.11 36.95 1.0
2104_3 2103_3 -5.605 97.32000000000001 36.95 1.0
2105_3 2104_3 -7.276 100.2 36.95 1.0
2106_3 2105_3 -7.487 100.4 36.95 1.0
2107_3 2106_3 -9.145 106.7 34.81 1.0
2108_3 2107_3 -9.145 107.30000000000001 34.81 1.0
2109_3 2108_3 -9.974 110.4 34.64 1.0
2110_3 2109_3 -10.18 110.80000000000001 34.38 1.0
2111_3 2110_3 -10.39 111.10000000000001 34.38 1.0
2112_3 2111_3 -12.68 114.0 32.84 1.0
2113_3 2112_3 -12.88 114.4 32.76 1.0
2114_3 2113_3 -14.34 116.30000000000001 32.160000000000004 1.0
2115_3 2114_3 -14.76 116.9 32.160000000000004 1.0
2116_3 2115_3 -17.05 119.0 31.82 1.0
2117_3 2116_3 -17.25 119.2 31.73 1.0
2118_3 2117_3 -20.580000000000002 120.2 30.62 1.0
2119_3 2118_3 -20.79 120.2 30.36 1.0
2120_3 2119_3 -23.490000000000002 120.2 29.51 1.0
2121_3 2120_3 -24.12 120.2 29.51 1.0
2122_3 2121_3 -28.28 123.30000000000001 32.93 1.0
2123_3 2122_3 -28.490000000000002 123.5 33.7 1.0
2124_3 2123_3 -30.14 125.80000000000001 35.75 1.0
2125_3 2124_3 -30.14 126.30000000000001 36.52 1.0
2126_3 2125_3 -30.76 127.7 39.43 1.0
2127_3 2126_3 -30.76 127.9 39.43 1.0
2128_3 2127_3 -30.76 131.0 41.65 1.0
2129_3 2128_3 -30.76 131.0 42.08 1.0
2130_3 2129_3 -30.57 132.70000000000002 44.13 1.0
2131_3 2130_3 -30.57 132.70000000000002 44.29 1.0

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