In [55]:
#*****************PROJECT YARK*********************/
#* Ariel Boris Dexter bad225@nyu.edu */
#* Kania Azrina ka1531@nyu.edu */
#* Michael Rawson mr4209 */
#* Yixue Wang yw1819@nyu.edu */
#**************************************************/
%matplotlib inline
#import required packages
import sys
import datetime
import csv
import math
import pandas as pd
import numpy as np
from scipy import stats
import statsmodels.formula.api as sm
import matplotlib.pyplot as plt
from statsmodels.sandbox.regression.predstd import wls_prediction_std
from mpltools import style
from mpltools import layout
from pandas.tools.plotting import autocorrelation_plot
import json
In [100]:
#import news from pig
news = pd.read_csv('../data/extracted_topics_refined', sep=' ', names=['CountryID', 'SequenceID', 'Timestamp',
'Title','Story','Keywords','Country','Region', 'Count'],header=True)
news['Timestamp'] = pd.to_datetime(news['Timestamp'].str[:10], format = '%Y-%m-%d')
news['Timestamp'] = news['Timestamp'].values.astype('M8[D]')
news['Keywords'] = news['Keywords'].astype(str)
news['Keywords'] = news['Keywords'].apply(lambda x :x.split(" "))
#load news count
news_count = pd.read_csv('../data/keyword_list.csv', sep=',', names=['ID', 'Topic', 'Count'],header=True)
#load treasury data (and percent changes)
treasury = pd.read_csv('../data/treasury.csv', names=['Date', 'PercentChange'],header=True, parse_dates=True)
treasury['Date'] = pd.to_datetime(treasury['Date'].str[:10], format = '%Y-%m-%d')
treasury['PercentChange'] = treasury['PercentChange'].convert_objects(convert_numeric=True)
treasury = treasury.set_index(pd.DatetimeIndex(treasury['Date']))
In [101]:
treasury.head()
Out[101]:
Date
PercentChange
2000-01-04
2000-01-04
-1.36778
2000-01-05
2000-01-05
2.00308
2000-01-06
2000-01-06
-0.75529
2000-01-07
2000-01-07
-0.76104
2000-01-10
2000-01-10
0.76687
In [102]:
news.head()
Out[102]:
CountryID
SequenceID
Timestamp
Title
Story
Keywords
Country
Region
Count
0
27
-16464
1954-12-04
NaN
In Northern Bahr El Ghazal and Warrap States, ...
[15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 2...
Sudan
MENA
38
1
27
-3866
1989-06-01
NaN
A joint UN and AU team led by Jean-Marie Guehe...
[28, 29, 30, 31, 32, 33]
Sudan
MENA
17
2
60
-582
1998-05-29
NaN
Eritrea on May 28, 1998, mobilised thousands o...
[34, 35, 36]
Eritrea
ESARO
8
3
145
298
2000-10-26
NaN
militants du FPI."
[37]
Cote d'Ivoire
WCARO
2
4
145
991
2002-09-19
NaN
Following the armed insurgency of 19 September...
[38, 39, 40, 41, 42]
Cote d'Ivoire
WCARO
14
In [201]:
keywords_list = news['Keywords'].tolist()
keywords_list_int = []
for keyword in keywords_list :
key_list_int = []
for k in keyword[:5] :
if (k != 'nan') :
k = int(k)
else :
k = 0
key_list_int.append(k)
keywords_list_int.append(key_list_int)
In [203]:
print keywords_list_int
[[15, 16, 17, 18, 19], [28, 29, 30, 31, 32], [34, 35, 36], [37], [38, 39, 40, 41, 42], [43, 44, 45, 46, 47], [51, 52, 53, 54, 55], [68, 69, 70, 71], [72, 73, 74, 75, 40], [80], [81, 82, 83, 84], [85, 86, 87, 88, 89], [95, 96, 97, 98, 99], [103, 104, 40, 105, 106], [108, 109, 110, 111, 112], [108, 109, 110, 111, 112], [132, 133], [134, 135, 136, 137, 138], [153, 98, 154, 155, 156], [159, 160], [161, 162, 163, 164, 165], [167, 168, 169, 170], [171, 172, 173], [174, 175, 176, 177, 178], [179, 180, 181, 182, 183], [184, 185, 186, 187, 188], [184, 185, 199, 186, 187], [202, 203, 204], [205, 206, 207, 208, 209], [217, 218, 219, 220, 221], [235, 236, 237, 238, 239], [249, 250, 251, 252, 253], [262, 263, 264, 225, 265], [269, 270, 271, 272, 273], [293, 294, 295, 296, 297], [302, 303, 304, 305, 306], [0], [310, 311, 312, 313, 314], [81, 319, 320, 321, 322], [343, 344], [345, 346, 347, 348, 349], [368, 369, 370, 371, 372], [375, 376, 377, 378, 379], [378, 381, 376, 375, 377], [393, 394, 395, 396, 397], [393, 394, 395, 396, 397], [402, 403, 404, 45, 405], [411, 412, 413, 414, 415], [402, 403, 404, 45, 405], [420, 421, 422, 70, 423], [420, 421, 422, 70, 423], [427, 428, 429, 430, 431], [444, 445, 446, 447, 448], [461, 462, 463, 464, 465], [477, 478, 479, 480, 481], [490, 491, 492, 493, 494], [503, 504, 505, 506, 507], [0], [510, 511, 512, 513, 514], [515, 516, 517, 518, 519], [523, 524, 525, 526, 527], [537, 538, 539], [537, 540, 541, 542, 543], [547, 548], [549, 550, 551, 552, 553], [555, 556, 557, 558, 559], [565, 566, 567, 568, 569], [576, 17, 577, 98, 19], [582, 100, 583, 584, 585], [586, 587, 582, 100, 588], [599, 600, 98, 97, 601], [603, 604, 605, 246, 606], [615, 616], [617, 618, 619, 620, 621], [631, 632, 466, 633, 634], [631, 632, 466, 633, 634], [642, 643, 644, 645, 187], [658, 659, 187, 660, 661], [673, 674, 675, 676, 677], [690, 691, 692, 693, 694], [697, 698, 699, 700, 26], [701, 702, 703, 704, 705], [717, 718, 719, 720, 721], [730, 731, 732], [733, 734, 735, 736, 737], [742, 743, 744, 745, 746], [747, 748, 749, 750, 751], [754, 755, 756, 757, 718], [761, 762, 763, 764, 765], [761, 763, 764, 765, 773], [776, 777, 778, 779, 780], [761, 763, 764, 765, 773], [782, 783, 784, 785, 786], [793, 794, 795, 796, 797], [799, 800, 801, 802, 803], [816, 817, 818, 819, 820], [829, 816, 819, 830, 831], [577, 840, 841, 842, 19], [854, 855, 856, 857, 467], [858, 855, 856, 857, 467], [859, 467, 855, 856, 857], [860, 861, 862, 863, 864], [860, 861, 862, 863, 864], [869, 870, 871, 872, 873], [893, 379, 81, 894, 895], [893, 379, 81, 894, 895], [917, 918, 919, 920, 921], [931, 932, 933, 934, 935], [942, 943, 944, 945, 946], [952, 953, 954, 955, 956], [961, 962, 963, 964, 965], [977, 947, 959], [978, 384, 979, 980, 981], [504, 982, 246, 983, 984], [986, 987, 988, 989, 990], [993, 81, 994, 995, 996], [1037, 1038, 1039, 628, 1040], [1051, 1052, 1053, 45, 1054], [1058, 1059, 825, 1060, 1061], [1068, 1069, 1070], [1071, 1072, 1073, 45, 1074], [1080, 320, 1081, 81, 968], [1089, 1090, 1091, 1092, 1093], [1089, 1090, 1091, 1092, 1093], [1096, 1097, 1098, 1099, 1100], [1106, 1107, 1108, 1109, 577], [1106, 1107, 1108, 1109, 577], [1116, 1117, 1118, 1119, 1120], [1125, 1126, 1127, 1128, 1129], [1138, 1139, 1140, 1141, 1142], [1155, 1156, 1157, 1158, 1159], [1138, 1139, 1140, 1141, 1142], [1178, 1179, 1180, 1181, 1182], [1183, 1184, 1185, 1186, 1187], [1207], [1208, 1207], [1209, 81, 1210, 1211, 1212], [1227, 1228, 1229, 1230, 1231], [1255, 1256, 1241, 1257, 1258], [1259, 1260, 1261, 1262, 1263], [1267, 1268, 1269, 1270, 1271], [1273, 819, 1274, 1262, 1275], [1284, 1285, 820, 1286, 1262], [1284, 1292, 1293, 1294, 1285], [1302, 1303, 889, 1304], [1305, 1306, 1302, 889, 1307], [1313, 1314, 1315, 1316, 1317], [1329, 1330, 1331, 1332, 1333], [1329, 1330, 1331, 1332, 1333], [1338, 1339, 225, 1340, 1341], [1349, 1350, 1351, 1352], [1353, 1354, 1355, 1356, 1357], [1377, 1378, 1379, 731, 1380], [1381, 1382], [1383, 1384, 1385, 1386, 1387], [1396, 1397, 1398, 1399, 1400], [375, 1402, 1403, 1404, 1405], [1410, 1411, 1412, 1413, 1414], [1416, 1417, 1418, 388, 731], [1420, 1421, 1422, 1423, 1424], [1427, 1428, 1429, 1430, 1431], [1437, 1438, 1439, 1440, 1441], [1445, 1446, 1447], [1448, 770, 1449, 395, 1450], [1453, 1454, 1455, 1456, 1457], [1467, 1468, 1469, 1470], [1449, 395, 1450, 1069], [1471, 1472, 1473, 1474, 1475], [1507, 246, 1508, 1509], [1510, 1511, 1512, 1513, 1514], [1532, 631, 1533, 1534, 1535], [1538, 98, 1539, 1540, 1541], [631, 1533, 1545, 1546, 1547], [1552, 1553, 1554, 1555, 1556], [1538, 98, 1539, 1540, 1541], [1560, 1561], [1562, 1563, 1564, 1565], [1566, 1567, 1568, 1569, 1570], [1574, 1575, 1576], [1577, 1578, 1579, 1580, 82], [1588, 1589, 1590, 1591, 1592], [1577, 1604, 1605, 1087, 1582], [1604, 1607, 1605, 1608, 1609], [1614, 1590, 1615, 1616, 1617], [1624, 1625, 1626, 1627, 1628], [1630, 1631, 1632, 1633, 1634], [1635, 1636, 1637, 1638, 1639], [1646, 1647, 1648, 1627, 1649], [1657, 1658, 1659, 1660], [1661, 1662, 577, 1663, 1664], [1677, 577, 1678], [1679, 1680, 1681, 661, 1610], [1689, 1690, 608, 1691, 414], [1695, 1696, 1697, 1698, 1699], [1708, 1709, 1710, 1711, 1712], [1715, 1716, 1717, 1667, 1718], [1720, 1721, 1722, 1723, 1724], [1732, 1733, 1734, 1735, 1736], [1743, 1744, 1745, 1746, 1747], [244, 1753, 1754, 1755, 1756], [1761, 1762, 1763, 1054, 1764], [1766, 1767, 1768, 26], [1769], [1770, 1771, 1772, 1773, 1774], [1775, 1776, 1777, 1778, 1779], [1784, 1785, 1786, 1787], [1788, 1789, 1790, 1791, 1792], [1814, 1815, 1816, 1817, 1818], [1814, 1815, 1816, 1817, 1818], [1821, 1822, 1823, 246, 1824], [1828, 98, 1829, 1830], [1831, 1832, 1833, 1834, 1835], [1850, 1851, 1852, 1853, 1854], [1861], [1862, 1863, 1813, 1864, 1829], [397, 1605, 1868, 1869], [1870, 45, 1871, 1872, 1692], [1873, 1874, 1875, 1876, 1877], [1889, 1890, 1891, 98, 1892], [1899, 1900, 1901, 1902, 1903], [1911, 1912, 1913, 1914, 609], [1920], [1921, 1922, 1923, 1924], [1925], [1926, 1927, 1925, 1928], [1929, 1930, 1931, 1932, 1933], [1934, 1935, 1936], [171, 172], [1937, 1938, 1939, 1940, 1941], [1948, 1949, 1950, 1951, 1952], [1954, 1955, 1956, 1957, 1958], [1963, 1964, 1965, 1966, 1967], [1969, 1970, 167, 1971, 1972], [1977, 1978, 1734, 1979, 1980], [171, 1985, 1986, 1987, 1988], [1996, 1997, 1998, 1999, 2000], [2004, 2005, 2006, 2007, 2008], [2013, 2014, 1667, 2015, 2016], [2013, 2014, 1667, 2015, 2016], [1728], [2023, 2024, 2025, 2026, 2027], [2034, 2035, 2036, 2037, 2038], [2047, 2048, 2049, 2050, 2051], [2056, 2057, 2058, 2059, 2060], [2056, 2057, 2058, 2059, 2060], [2074, 2075, 2076, 2077, 2078], [2106, 875, 2107, 2108, 2109], [2111, 721, 2112, 2113, 2114], [2116, 2117, 2118, 2119, 2120], [559, 2124], [2125, 2126, 2127, 2128, 2129], [2138, 1929, 2139, 2120], [2140, 2141], [2142, 577, 2143, 2144, 2145], [2151, 2152, 2153, 2154, 2155], [2163, 2164, 2165, 2166, 2167], [2176], [2177, 2178, 2179, 2180, 1484], [2187, 2188, 2189, 2190, 559], [2194, 2195, 2196, 2197, 2198], [2214, 2199, 2203, 2200, 2211], [2199, 2203, 2205, 2211, 2207], [2215, 2216, 1199, 2217, 2218], [2227, 2228, 2229, 2054, 1773], [2232, 2233, 1728, 889], [1580, 45, 2234, 2235, 2236], [2232, 2233, 1728, 889], [2149, 2241, 2242], [2243, 2244, 2245, 2246, 2247], [1929, 1930, 1931], [2258, 2259, 2260, 2261, 2253], [0], [2265, 1734, 2266, 2267], [2268, 2269, 2270, 1084, 457], [2276, 1734, 2267], [2277, 2278, 2279, 1734, 2280], [2281, 875, 2282, 2283], [2000, 538, 2284, 2285, 2286], [2000, 538, 2284, 2285, 2286], [2290, 2291, 2292, 2293, 2294], [2304, 2305, 2306, 559, 2307], [2314, 2315, 2316, 2317, 2318], [2322, 2323, 2324, 225, 2325], [2329, 2330, 2331, 2332, 2333], [2334, 2335, 2336, 2337], [2338, 2339], [383], [2340, 2341, 2342, 383, 2343], [2344, 631, 466, 39, 2345], [2349, 2350, 2351, 2352, 44], [642, 2362, 2363, 2364, 2365], [2369, 2370, 2371, 2372, 2373], [2375, 1872, 2376, 2377, 2378], [2329, 2330, 2331, 2332, 2333], [2379, 2380, 2381, 2382, 2383], [2388], [2389, 2390, 2350, 2349, 2351], [642, 2362, 1872, 2363, 2364], [2344, 631, 466, 2345, 2346], [2344, 631, 466, 39, 715], [2379, 2380, 2381, 2382, 2383], [2340, 2341, 2394, 2395, 383], [2397, 2338, 2398, 2339, 2399], [2406, 375, 2340, 2404, 2407], [2410, 2411, 2412, 2413], [2414, 2415, 546, 2416, 2417], [2418, 2419, 2420, 2421, 2422], [2400, 2402, 2403], [2423, 2424, 2425, 2426, 2427], [2441, 2442, 2443, 2444, 2445], [2450, 2451, 2452, 2453, 2454], [2461, 2462, 2463, 2464, 2465], [2468, 2469, 2470, 2471, 1612], [2475, 2476, 2477, 2478, 2479], [2485, 2486, 2487, 2488, 2489], [2496, 2497, 2498, 2499, 2500], [2504, 2505, 2506, 375, 2507], [2501, 2515, 2516, 2517, 2467], [2520, 2521, 2522], [81, 2523, 2524, 2525, 2526], [2501, 2515, 2516, 2517, 2467], [2531, 2532, 2533, 2534, 2535], [81, 2523, 2524, 2525, 2526], [81, 2523, 2524, 2525, 2526], [2540, 2541, 2542, 2543, 2544], [2556, 2557, 554, 2558, 2559], [2566, 2567, 2568, 2569, 2570], [2579, 2580, 2581, 2582, 2583], [2034, 2587, 2588, 2589, 2590], [2596, 2597, 2598, 2599, 2600], [2611, 2612, 2613, 2614, 2615], [2621, 2622, 2623, 2058, 2624], [2634, 2635, 2636, 2637, 2638], [2652, 2653, 2654], [2655, 2656, 2657], [2658, 2659, 2660, 2661, 2662], [2655, 2656, 2657], [2663, 2664, 2665, 2666, 2667], [2679, 2680, 2681, 2682, 2683], [2691, 2692, 2034, 2590, 2693], [2706, 2707, 2708, 2709, 2710], [406], [2716, 2717, 2257], [2718, 2719, 2720, 2721, 2722], [2727, 2728, 2729, 2730, 2731], [2728, 2727, 559, 2733, 2735], [2738, 2739, 2740, 2741, 2742], [2746, 2747, 2748, 2749, 2750], [2772, 2773, 2774, 2775, 2776], [2788, 2789, 2790, 2791, 2792], [2795, 2796, 2797, 2737], [2798, 512, 2799, 2800, 545], [2813, 2814], [2815, 2816, 2817, 2818, 2819], [2821, 1580, 2822, 2823, 2824], [2835, 2836, 2837, 2838, 2839], [2854, 2855, 2118, 2856, 2857], [2862, 2863, 2864, 2865, 2866], [1985, 2870, 559, 2871, 2872], [2880, 2881, 1258, 2882, 2883], [2889, 2890, 2891], [2892, 2893, 2894, 2895, 2896], [2906, 2880, 2881, 1258, 2882], [2908, 2909, 2910, 2911, 2912], [2813, 2814], [2920, 2921], [2922, 2923, 2924, 2925, 2926], [2931], [1985, 2870, 559, 2871, 2872], [2932, 2933, 2934, 2935, 2936], [2944, 81, 2945, 2946, 187], [2951, 2952, 2953, 2954, 2955], [2960, 2961, 2962, 2963, 2964], [2974, 2975, 2976, 2977, 2978], [2961, 2938, 2979, 2980, 2981], [2985, 2986, 2987, 2988, 2989], [2995, 2996, 2997, 2998, 2999], [3001, 3002, 3003, 3004, 3005], [3009], [3010, 74, 3011, 3012, 3013], [3020, 3021, 3022, 3023, 3024], [3026, 3027, 3028, 3029, 3030], [2995, 2996, 2997, 2998, 2999], [3035, 3036, 3037, 3038, 2044], [3039, 3040, 522], [3041, 3042, 3043, 791, 3044], [3048, 3049, 3050, 3051, 3052], [3059, 217, 3060, 3061, 3062], [3072, 3073, 3074, 3039, 3075], [3080, 3081, 3082, 3083, 3084], [3095, 3096, 3097, 3098, 3099], [3105, 3106, 3107, 721, 3108], [3116, 3117, 3118, 3119, 1084], [3129, 3130], [3131, 3132, 3133, 522, 3134], [3135, 3136, 3137, 3138, 3139], [3143, 3144, 3145, 3146, 3147], [3157, 3158, 3159, 3160, 3161], [3163, 3164, 3165, 3166, 3167], [3172, 1580, 3173, 3174, 3175], [3182, 3183, 3184, 3185, 70], [3188, 3189, 3190, 3191, 3192], [3195, 3196, 3197, 3198, 3199], [3212, 3213, 3214, 3215, 3216], [3221, 3222, 3223, 3224, 3225], [3229, 3230, 3231, 3232, 3233], [1734, 3242, 3243, 3244, 3245], [3246, 375, 3247, 3248, 3249], [3253, 577, 98, 3254, 3255], [0], [3257, 1944, 3258, 3259], [3260, 3261, 3262, 3263, 3264], [3221, 3222, 3223, 3224, 3225], [3260, 3261, 3262, 3263, 3264], [3266, 3267, 3268, 3269, 3270], [3282, 3283, 3284, 3285, 3286], [3291, 3292, 3293, 545, 2198], [3298, 3299, 3300, 3301, 3302], [3316, 974, 968, 272, 3317], [3320, 3321, 3322, 3323, 3324], [3334, 375, 3335, 561, 422], [3253, 577, 98, 3254, 3255], [3337, 3338, 3339, 3340, 654], [3346, 3347, 3348, 3349, 3350], [3361, 3362, 3363, 3364, 789], [3378, 3379, 3380, 3381, 3382], [3403, 3404, 3405, 3406, 3407], [3403, 3404, 3405, 3406, 3407], [3415, 3416, 3417, 1204, 3418], [3419, 3420, 3421, 3119, 3422], [3430, 3431, 3432, 3433, 3434], [3444, 3445, 3446, 3447, 3448], [3449, 3450, 3451, 3452, 3453], [3455, 3456, 3457, 3458, 3459], [3466], [3467, 3468, 3469, 3470, 3471], [3475, 3476, 3477, 3478, 3479], [3487, 3488], [3489, 3490, 3491, 3492, 3493], [3513, 3514, 3515, 3516, 1985], [3526, 3527, 3528, 3529, 3530], [3534, 3535, 3536, 3537, 2615], [3543, 3544, 2058, 3545, 3546], [3548, 3549, 3550, 3551], [3489, 3490, 3491, 3492, 3493], [3552, 3553, 3554, 3471, 3555], [3562, 819, 3563, 3564, 3565], [3580, 3581, 3582, 3583, 3584], [3590, 3591, 3592, 3593], [3594, 3595, 3596, 3597, 3598], [3609, 3610, 3611, 3612, 3613], [3625, 3626, 3627, 3628, 3629], [3635, 3636, 3637, 3638, 3639], [3649, 3650, 3651, 3652, 1162], [3654, 3655, 3656, 3657, 3658], [3667, 95, 3668, 3669, 98], [3677, 3678, 3679, 3680, 45], [3694, 3695, 3449, 394, 3696], [3526, 3702, 3703, 3704, 3705], [3721, 3722, 3723, 3724, 3725], [3732, 3733, 3734, 3735, 3736], [3753, 3754, 3755, 3725, 3756], [3761, 3762, 3763, 724, 3764], [3769, 3770, 3771, 3772, 3773], [3780, 3781, 3782, 187, 3783], [3789, 3790, 3791, 3792, 3793], [3803, 3804, 3805, 3806, 3807], [3809, 3810, 3811, 3812, 3813], [3818, 3819, 3820, 1302, 3821], [3822, 3823, 3824, 3825, 3826], [3829, 3830, 3831, 3832, 3833], [3841, 3842, 3843, 3844, 2199], [3849, 3850, 3851, 3852, 3853], [3861, 3862, 3863, 905, 3864], [3868, 3869, 3870, 3871, 3872], [3877, 3878, 3047, 3879, 3880], [3887, 3888, 3889, 3890, 3891], [3850, 3853, 3854, 3897, 354], [3898, 3899, 3900, 2030, 3901], [0], [3911, 662, 3912, 3913, 3914], [3917, 3918, 3919, 3920, 3921], [3931, 3762, 3117, 3932, 2339], [3941, 3942, 2868, 3943, 225], [3898, 3899, 3900, 2030, 3901], [225, 3952, 3953, 3954, 3955], [3959, 3960, 3961, 3962, 3963], [3972, 3973, 3974, 3975, 3976], [3987, 3988, 3989, 3990, 3991], [3995, 3996, 2952, 3997, 3998], [4011, 4012, 4013, 4014, 4015], [4021, 4022, 4023, 4024, 4025], [3272, 4037, 4038, 4039, 3633], [4041, 4042, 4043, 3471, 4044], [4046, 4047, 4048, 4049, 4050], [4064, 4065, 4066, 4067, 4068], [4073, 4074, 4075, 4076, 4077], [3829, 3830, 3831, 3832, 3833], [4085, 4086, 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268835, 268836, 268837, 4712], [172789, 268844, 268845, 123085, 268846], [268851, 268846, 9593, 268852, 170620], [231608, 208465, 143176, 167259, 268853], [268857, 268858, 41026, 268859, 21234], [268861, 3702, 268862, 15686, 268863], [268866, 11023, 74, 211440, 225], [268870, 268871, 15203, 268872, 268873], [7428, 80084, 268876, 268877, 268878], [268884, 268885, 268886, 268887, 13747], [268896, 268897, 6394, 79428, 351], [268898, 268899, 3279, 268900, 268901], [268907, 268908, 268909, 118130, 1148], [268915, 268916, 257340, 268917, 3546], [268920, 24237, 8880, 268921, 19297], [268923, 268924, 268925, 163196, 176163], [268928, 146967, 109507, 31747, 268929], [268934, 32384, 268935, 162202, 268936], [268938, 35628, 184380, 268939, 9476], [240395, 3205, 3731, 268945, 3377], [268946, 52277, 179721, 268947, 268948], [2969, 3119, 268952, 33501], [268953, 233494, 63187, 212094, 48631], [127131, 208248, 268956, 56163, 268957], [268961, 123085, 24427, 71620, 68525], [268967, 268968, 268969, 256330, 268970], [268973, 268974, 268975, 457, 268976], [150559, 236533, 114367, 268978, 227092], [268986, 268987, 268988, 17391, 268989], [268991, 268992, 268993, 174271, 187098], [268994, 343, 268995, 585, 47108], [196317, 268998, 60054, 228122, 68550], [268999, 269000, 158945, 6269, 238736], [269003, 269004, 269005, 269006, 86944], [269010, 33074, 146506, 112226, 3746]]
In [222]:
#for each topic, get the dates where it occurs and its country
def getDateCount(topic) :
dates = []
for keywords in keywords_list_int:
if topic in keywords :
dates.append(news['Timestamp'].loc[keywords_list_int.index(keywords)])
datesCount = {}
for date in dates :
if date not in datesCount:
datesCount[date] = 1
else :
datesCount[date] += 1
return datesCount
In [223]:
def getChangeAvg(dates):
valueList = []
for date in dates :
newDate = date.strftime('%Y-%m-%d')
indexList = treasury[treasury['Date']== newDate].index.tolist()
newTre = treasury.loc[indexList]
newlist = newTre['PercentChange'].tolist()
if (len(newlist)!=0):
valueList.append(newlist[0])
return np.nanmean(valueList)
In [227]:
topic_avg = []
frequentTopics = news_count['ID'].tolist()
#for each topic, get the average percent changes
for topic in frequentTopics[:1000] :
avg = 0
dates = getDateCount(topic)
print topic, dates
avg = getChangeAvg(dates)
topic_avg.append(avg)
176965 {}
176967 {Timestamp('2012-02-15 00:00:00'): 1}
176968 {Timestamp('2012-02-15 00:00:00'): 1}
176969 {}
176970 {}
In [226]:
topic_avg
Out[226]:
[nan, 0.52083000000000002, 0.52083000000000002, nan, nan]
In [225]:
#store to csv
news_count_change = news_count[:5]
news_count_change['Changes'] = topic_avg
news_count_change = news_count_change[1:]
news_count_change.to_csv('../data/keyword_list_count.csv',index=False)
-c:3: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
In [ ]:
Content source: michrawson/Yark
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