bugreport.forecast

bugreport.forecast

ts1 <- structure(c(8980, 8970, 9120, 9080, 9600, 9600, 9600, 9340, 9410, 
9380, 9020, 8900, 7950, 8140, 7830, 7360, 7700, 8830, 9540, 9750, 
9620, 9750, 9270, 8260, 7280, 7320, 7550, 7310, 8020, 8120, 8030, 
8070, 7710, 8340, 8350, 8060, 5940, 6520, 7880, 7880, 9050, 9990, 
10300, 10670, 10560, 10630, 10540, 9860, 9180, 9060, 8810, 9780, 
11010, 11530, 11200, 11280, 11860, 11790, 11510, 10650, 8510, 
9080, 8880, 9100, 7750, 9950, 11800, 11870, 11200, 10490, 10190, 
9370, 8050, 8330, 9360, 9650, 10530, 11140, 10490, 10800, 10290, 
10020, 9730, 7920, 6510, 7360, 8170, 8160, 9780, 10560, 8840, 
8980, 9420, 10910, 10850, 9560, 7910, 7600, 7220, 7550, 8840, 
10400, 10670, 10910, 10670, 10420, 9870, 8950, 8740, 8790, 7400, 
9140, 10410, 11540, 11660, 11710, 11160, 10500, 9730, 8950, 7940, 
7650, 7370, 7630, 8880, 9860, 9730, 9700, 9190, 8950, 8530, 8070, 
7640, 7410, 7140, 7330, 8450, 9500, 9730, 9890, 9820, 9680, 9150, 
8850, 8160, 7850, 7880, 8290, 9360, 10420, 10630, 10730, 10430, 
10150, 9830, 9510, 8540, 8370, 8090, 8360, 9210, 10390, 10470, 
10140, 9910, 9400, 8600, 7740, 7410, 7210, 6940, 7490, 8430, 
9700, 9690, 9730, 9390, 9070, 8560, 7840, 7400, 7450, 6980, 7480, 
8230, 9250, 9430, 9520, 9190, 8850, 8550, 7970, 7610, 7400, 7270, 
7530, 8440, 8020, 8440, 9140, 9580, 9280, 9010, 8470, 7870, 7860, 
7410, 7870, 8640, 9480, 9750, 9880, 9660, 9380, 9040, 8440, 7430, 
7760, 7780, 7990, 8580, 9020, 9230, 9070, 8880, 8670, 8450, 8120, 
7410, 7440, 7430, 7460, 7940, 8930, 8840, 8860, 8550, 8440, 8290, 
7720, 7630, 7610, 7380, 7370, 7780, 9000, 8880, 8640, 8500, 8350, 
8210, 7970, 7650, 7570, 7450, 7170, 7520, 8240, 8580, 8510, 8360, 
8230, 7830, 7800, 7150, 7210, 7250, 6820, 7580, 8540, 8760, 8780, 
8430, 8050, 7820, 7720, 7260, 7130, 6950, 6690, 6840, 7540, 7450, 
7330, 7190, 7000, 6670, 6280, 6030, 6070, 5950, 6250, 6740, 7510, 
7740, 7780, 7700, 7490, 7110, 6560, 6180, 6310, 6210, 5940, 6170, 
7570, 7560, 7610, 7520, 7450, 7330, 6970, 6850, 7100, 7070, 7050, 
7290, 7840, 8020, 8100, 8130, 8120, 7940, 7600, 7420, 7820, 7600, 
7700, 7940, 8650, 8820, 8840, 8500, 8230, 7930, 7440, 6910, 6850, 
6620, 6310, 6910, 7780, 8000, 7930, 7850, 7940, 7600, 7540, 7410, 
7530, 7230, 7350, 7780, 8390, 8600, 8740, 8790, 8780, 8610, 8610, 
8020, 8070, 7840, 7930, 8260, 8850, 8780, 9020, 8970, 8740, 8460, 
8130, 7900, 7930, 7930, 7930, 8140, 8870, 9040, 9020, 8980, 8880, 
8660, 8520, 8260, 8320, 8220, 7970, 8490, 9290, 9470, 9580, 9370, 
9380, 9050, 8830, 8390, 8490, 8160, 7840, 8230, 8850, 9350, 9570, 
9520, 9280, 8920, 8390, 7870, 7780, 7540, 7610, 8140, 8480, 8790, 
8710, 9010, 8630, 8310, 7650, 6950, 7030, 6770, 6710, 7100, 7810, 
8170, 8250, 8410, 8100, 7780, 7390, 7030, 7100, 6980, 7210, 7780, 
8680, 9000, 9370, 9420, 9410, 9060, 8490, 8140, 8150, 7980, 7850, 
8380, 9210, 9460, 9580, 9600, 9320, 8870, 8480, 8110, 8060, 7920, 
7520, 8080, 8730, 8970, 9160, 9100, 8990, 8590, 8100, 7930, 7810, 
7560, 7390, 7790, 8530, 8690, 9150, 9370, 9210, 8960, 8500, 7970, 
8010, 7830, 7710, 8240, 8740, 9130, 9180, 9220, 8890, 9010, 8590, 
8770, 8770, 8160, 8070, 8380, 8980, 9180, 9230, 8900, 9230, 9060, 
8810, 8480, 8430, 8060, 7900, 8350, 8910, 9180, 9210, 9100, 9070, 
8920, 8650, 8420, 8230, 8080, 8040, 8350, 8710, 8930, 8960, 8870, 
8730, 8210, 7940, 7680, 7750, 7370, 7140, 7430, 7920, 8270, 8400, 
8370, 8220, 8010, 7830, 7640, 7550, 7420, 7290, 7610, 7950, 8240, 
8180, 8210, 8270, 8080, 7940, 7680, 7910, 7570, 7280, 7640, 8150, 
8490, 8560, 8650, 8630, 8430, 8220, 8060, 8080, 7860, 7590, 7930, 
8290, 8590, 8600, 8540, 8420, 8330, 8140, 8100, 8050, 7780, 7520, 
7730, 8250, 8450, 8650, 8690, 8770, 8510, 8470, 8040, 8000, 7820, 
7560, 7730, 8130, 8290, 8450, 8340, 8260, 8140, 8030, 7960, 7900, 
7690, 7670, 7890, 8280, 8480, 8630, 8700, 8630, 8440, 8290, 7840, 
7730, 7490, 7380, 7710, 8080, 8270, 8380, 8390, 8380, 8210, 8160, 
7800, 7760, 7530, 7300, 7710, 8150, 8580, 8640, 8510, 8640, 8350, 
7990, 7820, 7820, 7410, 7140, 7550, 8010, 8350, 8330, 8320, 8320, 
8060, 7620, 7450, 7090, 6870, 6650, 7040, 7540, 7630, 7810, 7670, 
7690, 7520, 7210, 6910, 6930, 6650, 6500, 6790, 7100, 7190, 7310, 
7350, 7290, 7290, 7150, 6840, 6850, 6420, 6210, 6620, 7160, 7140, 
7230, 7240, 7380, 7280, 6930, 6540, 6500, 6430, 6380, 6640, 6810, 
6960, 7040, 7140, 7040, 6870, 6740, 6530, 6500, 6370, 5880, 6210, 
6490, 6730, 6820, 6830, 6790, 6640, 6500, 6330, 6290, 6210, 6070, 
6440, 6610, 6730, 6700, 6600, 6540, 6420, 6290, 6060, 6020, 5880, 
5690, 5830, 6170, 6140, 6170, 6160, 6050, 6030, 5960, 5780, 5650, 
5500, 5450, 5530, 5520, 5680, 5790, 5840, 5890, 5730, 5500, 5330, 
5290, 4770, 4610, 4770, 4940, 5060, 5200, 5380, 5240, 5030, 4910, 
4790, 4810, 4770, 4740, 4920, 5030, 5190, 5310, 5190, 5190, 4960, 
4750, 4750, 4810, 4810, 4500, 4660, 4770, 5040, 5060, 5070, 4960, 
5040, 4930, 4900, 4820, 4720, 4540, 4960, 5140, 5300, 5360, 5440, 
5390, 5260, 5180, 4890, 4950, 4900, 4870, 5040, 5220, 5240, 5380, 
5460, 5420, 5480, 5270, 5150, 4990, 5000, 4800, 4940, 5180, 5350, 
5440, 5440, 5460, 5390, 5240, 5160, 5090, 5070, 4920, 5090, 5240
), .Tsp = c(1947, 2015.41666666667, 12), class = "ts")

ts2 <- structure(c(1159, 1156, 1156, 1164, 1174, 1169, 1135, 1135, 1174, 
1199, 1203, 1194, 1194, 1213, 1225, 1230, 1258, 1259, 1229, 1233, 
1258, 1294, 1299, 1301, 1307, 1314, 1321, 1332, 1337, 1338, 1299, 
1295, 1325, 1351, 1359, 1361, 1378, 1385, 1395, 1405, 1415, 1412, 
1396, 1397, 1424, 1459, 1459, 1459, 1474, 1483, 1489, 1493, 1494, 
1480, 1448, 1437, 1481, 1508, 1513, 1513, 1508, 1517, 1522, 1531, 
1537, 1537, 1506, 1499, 1544, 1573, 1577, 1578, 1580, 1595, 1602, 
1610, 1621, 1609, 1566, 1576, 1612, 1643, 1640, 1633, 1628, 1648, 
1657, 1663, 1673, 1674, 1629, 1623, 1670, 1716, 1722, 1720, 1723, 
1735, 1738, 1740, 1744, 1731, 1699, 1693, 1745, 1797, 1808, 1808, 
1812, 1829, 1845, 1853, 1861, 1852, 1809, 1806, 1847, 1909, 1927, 
1923, 1921, 1946, 1970, 1979, 1989, 1994, 1952, 1952, 2010, 2066, 
2086, 2086, 2078, 2100, 2117, 2119, 2126, 2144, 2099, 2078, 2138, 
2210, 2239, 2242, 2250, 2274, 2294, 2302, 2304, 2311, 2237, 2223, 
2269, 2368, 2397, 2393, 2395, 2426, 2436, 2436, 2440, 2439, 2361, 
2351, 2416, 2520, 2549, 2531, 2494, 2527, 2542, 2540, 2551, 2543, 
2439, 2417, 2483, 2607, 2628, 2627, 2616, 2655, 2675, 2678, 2682, 
2656, 2568, 2551, 2610, 2748, 2766, 2768, 2735, 2760, 2784, 2785, 
2776, 2733, 2625, 2615, 2672, 2810, 2838, 2835, 2815, 2869, 2900, 
2897, 2913, 2813, 2724, 2720, 2810, 2935, 2962, 2954, 2905, 2971, 
2978, 2962, 2961, 2889, 2775, 2759, 2855, 2990, 3020, 3005, 2978, 
3069, 3086, 3087, 3071, 2969, 2871, 2882, 2986, 3127, 3175, 3163, 
3145, 3251, 3259, 3258, 3221, 3121, 3000, 3008, 3113, 3246, 3269, 
3260, 3211, 3286, 3312, 3312, 3279, 3195, 3122, 3115, 3220, 3389, 
3421, 3413, 3337, 3420, 3427, 3434, 3415, 3332, 3211, 3197, 3331, 
3461, 3490, 3469, 3416, 3516, 3548, 3555, 3531, 3405, 3301, 3292, 
3419, 3553, 3582, 3564, 3474, 3583, 3607, 3599, 3564, 3442, 3368, 
3375, 3512, 3639, 3681, 3646, 3554, 3655, 3688, 3690, 3658, 3509, 
3439, 3438, 3556, 3700, 3727, 3706, 3610, 3720, 3731, 3721, 3684, 
3535, 3454, 3444, 3574, 3731, 3749, 3730, 3619, 3727, 3744, 3735, 
3696, 3557, 3437, 3427, 3558, 3718, 3740, 3719, 3626, 3735, 3746, 
3746, 3703, 3563, 3478, 3474, 3604, 3752, 3773, 3749, 3648, 3777, 
3793, 3799, 3772, 3634, 3547, 3557, 3702, 3852, 3883, 3849, 3755, 
3886, 3914, 3912, 3874, 3718, 3635, 3629, 3790, 3955, 3978, 3935, 
3836, 3965, 3976, 3981, 3940, 3776, 3678, 3669, 3828, 4009, 4040, 
4015, 3909, 4033, 4050, 4062, 4012, 3835, 3755, 3754, 3899, 4087, 
4112, 4093, 3984, 4119, 4150, 4165, 4125, 3955, 3868, 3873, 4038, 
4204, 4233, 4201, 4084, 4229, 4257, 4268, 4227, 4060, 3965, 3972, 
4159, 4314, 4346, 4302, 4200, 4354, 4386, 4389, 4347, 4189, 4086, 
4088, 4264, 4446, 4473, 4432, 4308, 4452, 4476, 4471, 4415, 4244, 
4115, 4113, 4278, 4454, 4489, 4444, 4326, 4471, 4494, 4502, 4458, 
4270, 4190, 4179, 4376, 4543, 4564, 4527, 4406, 4553, 4581, 4593, 
4542, 4342, 4260, 4246, 4460, 4623, 4643, 4606, 4454, 4617, 4655, 
4669, 4616, 4418, 4352, 4357, 4560, 4731, 4760, 4717, 4575, 4744, 
4777, 4773, 4701, 4493, 4391, 4371, 4579, 4743, 4763, 4704, 4539, 
4719, 4750, 4745, 4679, 4475, 4371, 4362, 4548, 4700, 4722, 4660, 
4513, 4673, 4692, 4699, 4635, 4438, 4369, 4345, 4536, 4699, 4723, 
4661, 4514, 4670, 4702, 4709, 4659, 4459, 4392, 4380, 4604, 4750, 
4773, 4736, 4582, 4768, 4804, 4815, 4748, 4539, 4468, 4461, 4709, 
4869, 4895, 4847, 4677, 4861, 4902, 4918, 4835, 4604, 4532, 4540, 
4793, 4926, 4945, 4904, 4717, 4934, 4984, 4994, 4930, 4725, 4667, 
4688, 4932, 5086, 5114, 5086, 4915, 5099, 5147, 5155, 5095, 4889, 
4805, 4818, 5001, 5140, 5163, 5123, 4950, 5133, 5164, 5160, 5068, 
4817, 4711, 4721, 4962, 5121, 5137, 5084, 4885, 5076, 5116, 5118, 
5014, 4773, 4706, 4712, 4985, 5136, 5160, 5102, 4926, 5125, 5157, 
5166, 5069, 4822, 4762, 4767, 5041, 5175, 5208, 5160, 4936, 5166, 
5202, 5204, 5115, 4860, 4792, 4809, 5109, 5238, 5262, 5201, 4997, 
5233, 5259, 5259, 5162, 4918, 4832, 4850, 5134, 5274, 5302, 5242, 
5047, 5269, 5293, 5300, 5205, 4970, 4901, 4947, 5197, 5337, 5363, 
5295, 5116, 5302, 5320, 5325, 5228, 4962, 4838, 4890, 5156, 5311, 
5325, 5256, 5053, 5261, 5280, 5281, 5173, 4919, 4850, 4850, 5139, 
5288, 5313, 5239, 5037, 5222, 5239, 5240, 5118, 4850, 4754, 4798, 
5096, 5208, 5224, 5146, 4944, 5179, 5199, 5213, 5083, 4823, 4743, 
4786, 5097, 5208, 5228, 5157, 4928, 5180, 5205, 5210, 5077, 4798, 
4709, 4763, 5073, 5210, 5237, 5164, 4955, 5182, 5211, 5224, 5083, 
4820, 4731, 4762, 5094, 5244, 5259, 5203, 5001, 5227, 5250, 5260, 
5121, 4855), .Tsp = c(1955, 2015.41666666667, 12), class = "ts")

ts3 <- structure(c(1440, 1490, 1624, 1736, 1867, 1882, 1837, 1763, 1809, 
1888, 1839, 1703, 1544, 1543, 1684, 1768, 1887, 1924, 1859, 1785, 
1787, 1871, 1821, 1701, 1604, 1623, 1736, 1797, 1864, 1889, 1868, 
1831, 1823, 1906, 1882, 1748, 1619, 1629, 1748, 1790, 1919, 1935, 
1855, 1808, 1818, 1906, 1850, 1741, 1608, 1613, 1743, 1823, 1929, 
1927, 1872, 1832, 1847, 1934, 1860, 1707, 1591, 1664, 1745, 1830, 
1935, 1930, 1922, 1883, 1941, 1952, 1879, 1781, 1682, 1698, 1784, 
1867, 1948, 1916, 1919, 1859, 1916, 1956, 1912, 1789, 1672, 1698, 
1782, 1878, 1958, 1955, 1925, 1914, 1928, 1958, 1883, 1783, 1614, 
1697, 1823, 1890, 1961, 1941, 1928, 1912, 1937, 1962, 1892, 1784, 
1705, 1710, 1830, 1920, 1991, 1966, 1946, 1917, 1927, 1967, 1889, 
1771, 1719, 1736, 1834, 1927, 1980, 1999, 1974, 1951, 1979, 2003, 
1920, 1819, 1769, 1782, 1888, 1979, 2034, 2052, 2036, 1997, 2000, 
2036, 1958, 1861, 1795, 1792, 1952, 2021, 2104, 2144, 2082, 2018, 
2025, 2035, 2012, 1906, 1837, 1817, 1937, 2048, 2115, 2104, 2071, 
2067, 2053, 2053, 2019, 1914, 1840, 1846, 1959, 2049, 2106, 2096, 
2068, 2056, 2081, 2065, 2005, 1916, 1858, 1877, 1975, 2064, 2114, 
2122, 2107, 2063, 2089, 2077, 2003, 1937, 1875, 1869, 2004, 2045, 
2073, 2088, 2075, 2047, 2025, 2043, 2005, 1906, 1874, 1856, 1931, 
1981, 2038, 2024, 2041, 2031, 2029, 2075, 2026, 1977, 1955, 1964, 
2011, 2041, 2064, 2119, 2100, 2053, 2085, 2158, 2083, 1943, 1893, 
1919, 1967, 2034, 2071, 2070, 2033, 2023, 2033, 2050, 1992, 1911, 
1851, 1868, 1929, 1976, 2062, 2088, 2064, 2039, 2035, 2032, 1978, 
1921, 1878, 1889, 1965, 2016, 2052, 2062, 2073, 2066, 2071, 2065, 
2013, 1970, 1924, 1928, 1987, 2090, 2143, 2146, 2143, 2113, 2124, 
2117, 2084, 2044, 1976, 1991, 2051, 2123, 2207, 2234, 2182, 2159, 
2173, 2182, 2138, 2091, 2056, 2037, 2083, 2168, 2228, 2226, 2213, 
2209, 2206, 2218, 2170, 2103, 2049, 2053, 2109, 2204, 2244, 2265, 
2256, 2246, 2251, 2223, 2188, 2135, 2082, 2073, 2129, 2239, 2272, 
2268, 2258, 2245, 2252, 2257, 2239, 2196, 2133, 2130, 2192, 2260, 
2318, 2313, 2284, 2273, 2290, 2311, 2275, 2249, 2209, 2211, 2270, 
2348, 2392, 2381, 2364, 2362, 2378, 2381, 2333, 2262, 2204, 2208, 
2284, 2369, 2399, 2417, 2401, 2381, 2415, 2419, 2365, 2298, 2262, 
2268, 2313, 2394, 2431, 2421, 2414, 2401, 2423, 2417, 2372, 2289, 
2287, 2295, 2343, 2425, 2439, 2454, 2455, 2430, 2435, 2433, 2398, 
2342, 2307, 2307, 2367, 2456, 2495, 2488, 2464, 2460, 2471, 2465, 
2450, 2413, 2369, 2353, 2411, 2500, 2542, 2525, 2525, 2507, 2514, 
2508, 2475, 2442, 2399, 2408, 2466, 2547, 2598, 2608, 2593, 2568, 
2574, 2574, 2551, 2511, 2469, 2483, 2547, 2617, 2655, 2653, 2641, 
2620, 2638, 2623, 2606, 2565, 2536, 2537, 2583, 2664, 2706, 2723, 
2696, 2690, 2691, 2676, 2669, 2644, 2569, 2595, 2629, 2685, 2736, 
2746, 2694, 2700, 2713, 2716, 2705, 2660, 2587, 2565, 2617, 2697, 
2735, 2742, 2716, 2709, 2714, 2714, 2701, 2669, 2614, 2598, 2650, 
2739, 2767, 2761, 2728, 2709, 2708, 2714, 2690, 2645, 2618, 2618, 
2663, 2732, 2759, 2769, 2740, 2716, 2743, 2712, 2682, 2654, 2621, 
2604, 2677, 2742, 2763, 2793, 2782, 2740, 2770, 2756, 2711, 2667, 
2659, 2675, 2710, 2770, 2810, 2836, 2815, 2783, 2800, 2799, 2742, 
2718, 2711, 2687, 2733, 2792, 2831, 2826, 2800, 2802, 2789, 2784, 
2748, 2701, 2674, 2667, 2727, 2794, 2816, 2797, 2783, 2796, 2789, 
2769, 2750, 2701, 2682, 2668, 2698, 2779, 2800, 2801, 2784, 2770, 
2770, 2780, 2773, 2725, 2715, 2716, 2731, 2767, 2802, 2802, 2782, 
2766, 2762, 2769, 2785, 2727, 2679, 2683, 2715, 2741, 2764, 2770, 
2753, 2748, 2752, 2751, 2747, 2699, 2665, 2654, 2715, 2744, 2767, 
2798, 2774, 2751, 2752, 2749, 2725, 2698, 2669, 2673, 2723, 2759, 
2770, 2764, 2772, 2780, 2770, 2764, 2713, 2686, 2688, 2679, 2701, 
2761, 2813, 2781, 2787, 2779, 2788, 2783, 2737, 2700, 2698, 2695, 
2712, 2753, 2801, 2795, 2783, 2791, 2797, 2800, 2781, 2729, 2685, 
2698, 2738, 2793, 2819, 2803, 2779, 2787, 2780, 2781, 2790, 2762, 
2720, 2701, 2743, 2804, 2818, 2817, 2789, 2782, 2782, 2761, 2779, 
2753, 2740, 2742, 2745, 2799, 2813, 2803, 2793, 2815, 2823, 2782, 
2781, 2749, 2738, 2734, 2752, 2798, 2816, 2791, 2785, 2799, 2826, 
2812, 2786, 2756, 2748, 2753, 2742, 2780, 2790, 2786, 2769, 2762, 
2786, 2786, 2776, 2742, 2716, 2735, 2737, 2784, 2794, 2780, 2773, 
2773, 2784, 2788, 2780, 2744, 2748, 2767, 2768, 2818, 2825, 2798, 
2786, 2803), .Tsp = c(1955, 2013.58333333333, 12), class = "ts")

ts4 <- structure(c(1009, 1007, 1010, 1013, 1017, 1033, 1033, 1022, 1025, 
1025, 1031, 1024, 1021, 1016, 1019, 1020, 1015, 1017, 1014, 1002, 
1002, 1008, 1000, 992, 996, 995, 993, 992, 987, 990, 992, 985, 
971, 979, 979, 984, 976, 975, 974, 978, 974, 975, 979, 994, 994, 
1007, 996, 1006, 1005, 1002, 998, 1006, 996, 996, 1016, 1011, 
998, 1001, 999, 1006, 1016, 1026, 1031, 1032, 1039, 1029, 1019, 
1019, 1014, 1017, 1011, 1017, 1022, 1024, 1017, 1025, 1025, 1022, 
1027, 1023, 1042, 1045, 1047, 1041, 1042, 1043, 1045, 1042, 1041, 
1021, 1014, 1013, 1016, 1025, 1013, 1010, 1010, 1012, 1015, 1015, 
1018, 1020, 1017, 1011, 1012, 1008, 1005, 1004, 1008, 1002, 1000, 
1004, 999, 1002, 1000, 1000, 1002, 999, 1000, 1005, 1001, 999, 
1002, 1010, 1013, 1009, 1010, 1010, 1002, 997, 996, 1000, 994, 
987, 992, 999, 1005, 1005, 1007, 969, 1010, 1013, 1006, 1021, 
1023, 1022, 1029, 1029, 1026, 1022, 1019, 1014, 1013, 1012, 1005, 
1006, 1016, 1014, 1016, 1018, 1010, 1011, 1003, 990, 997, 998, 
992, 997, 1007, 1009, 1008, 1010, 1007, 1001, 993, 999, 1010, 
1007, 1004, 1006, 1006, 1007, 1011, 1016, 1014, 1019, 1020, 1021, 
1022, 1018, 1013, 1013, 1021, 1021, 1021, 1025, 1024, 1012, 1007, 
1010, 1010, 1002, 998, 1003, 1007, 1002, 1008, 1007, 998, 996, 
993, 988, 992, 1005, 1002, 1001, 1007, 1010, 1019, 1018, 1019, 
1024, 1026, 1037, 1043, 1047, 1042, 1041, 1033, 1030, 1035, 1029, 
1025, 1025, 1018, 1019, 1002, 998, 1003, 1004, 1010, 1024, 1024, 
1015, 1015, 1017, 1021, 1014, 1010, 1006, 1010, 1013, 1009, 1010, 
1009, 1000, 1001, 1005, 1001, 993, 999, 1000, 998, 994, 991, 
998, 999, 994, 983, 990, 992, 989, 981, 982, 981, 983, 981, 982, 
983, 999, 1000, 1008, 996, 1004, 1003, 1000, 998, 1006, 996, 
996, 1017, 1010, 999, 1001, 999, 1008, 1018, 1028, 1033, 1032, 
1037, 1028, 1020, 1019, 1014, 1019, 1010, 1019, 1023, 1026, 1021, 
1027, 1033, 1031, 1036, 1033, 1050, 1058, 1062, 1053, 1042, 1044, 
1045, 1046, 1045, 1026, 1020, 1018, 1026, 1032, 1019, 1016, 1012, 
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1121, 1104, 1112, 1145, 1136, 1139, 1113, 1104, 1094, 1074, 1051, 
1021, 1014), .Tsp = c(1998, 2133.25, 4), class = "ts")

ts5 <- structure(c(726.02223, 737.19152, 748.36081, 759.53094, 752.08446, 
744.63799, 737.19152, 709.26788, 681.3434, 653.41976, 672.96622, 
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602.4439, 562.42, 567.1077, 567.4, 569.6, 570.5, 621.7), .Tsp = c(1955, 
2134.5, 4), class = "ts")