ml-finance-python
python scripts for finance machine learning
git clone https://9o.is/git/ml-finance-python.git
F-F_Research_Data_Factors.CSV
(53144B)
1 This file was created by CMPT_ME_BEME_RETS using the 201812 CRSP database.
2 The 1-month TBill return is from Ibbotson and Associates, Inc.
3
4 ,Mkt-RF,SMB,HML,RF
5 192607, 2.96, -2.30, -2.87, 0.22
6 192608, 2.64, -1.40, 4.19, 0.25
7 192609, 0.36, -1.32, 0.01, 0.23
8 192610, -3.24, 0.04, 0.51, 0.32
9 192611, 2.53, -0.20, -0.35, 0.31
10 192612, 2.62, -0.04, -0.02, 0.28
11 192701, -0.06, -0.56, 4.83, 0.25
12 192702, 4.18, -0.10, 3.17, 0.26
13 192703, 0.13, -1.60, -2.67, 0.30
14 192704, 0.46, 0.43, 0.60, 0.25
15 192705, 5.44, 1.41, 4.93, 0.30
16 192706, -2.34, 0.47, -1.53, 0.26
17 192707, 7.26, -3.23, -1.16, 0.30
18 192708, 1.97, -0.72, -3.69, 0.28
19 192709, 4.76, -3.57, -0.71, 0.21
20 192710, -4.31, 2.13, -4.33, 0.25
21 192711, 6.58, 2.76, -0.31, 0.21
22 192712, 2.09, 0.93, -1.06, 0.22
23 192801, -0.68, 4.25, -0.72, 0.25
24 192802, -1.70, -2.03, -0.69, 0.33
25 192803, 8.81, -0.26, -1.20, 0.29
26 192804, 4.23, 3.82, 3.67, 0.22
27 192805, 1.52, 2.98, -3.46, 0.32
28 192806, -4.85, -3.50, -0.06, 0.31
29 192807, 0.62, -1.35, -0.47, 0.32
30 192808, 6.68, -2.07, -2.11, 0.32
31 192809, 2.88, 2.18, 0.76, 0.27
32 192810, 1.33, 2.27, -2.26, 0.41
33 192811, 11.81, -1.81, 2.80, 0.38
34 192812, 0.36, -0.85, -0.60, 0.06
35 192901, 4.66, -3.54, -1.21, 0.34
36 192902, -0.34, -0.39, 1.68, 0.36
37 192903, -0.89, -4.78, 1.56, 0.34
38 192904, 1.43, -0.99, 0.61, 0.36
39 192905, -6.39, -5.46, -1.57, 0.44
40 192906, 9.70, -2.17, -2.76, 0.52
41 192907, 4.46, -3.88, 2.66, 0.33
42 192908, 8.18, -9.52, 0.06, 0.40
43 192909, -5.47, 1.17, -0.63, 0.35
44 192910, -20.12, -4.08, 7.85, 0.46
45 192911, -12.74, -1.91, 5.33, 0.37
46 192912, 1.33, -4.20, -0.59, 0.37
47 193001, 5.61, 3.58, -1.01, 0.14
48 193002, 2.50, 0.12, 0.39, 0.30
49 193003, 7.10, 3.44, 0.15, 0.35
50 193004, -2.06, -0.17, -0.84, 0.21
51 193005, -1.66, -2.04, -0.63, 0.26
52 193006, -16.27, -3.22, 2.00, 0.27
53 193007, 4.12, -0.37, -1.56, 0.20
54 193008, 0.30, -2.22, -0.78, 0.09
55 193009, -12.75, -2.22, -5.27, 0.22
56 193010, -8.78, -0.10, -1.35, 0.09
57 193011, -3.04, 2.21, -3.53, 0.13
58 193012, -7.83, -4.68, -5.39, 0.14
59 193101, 6.24, 3.81, 7.21, 0.15
60 193102, 10.88, 3.39, 1.60, 0.04
61 193103, -6.43, 3.07, -3.65, 0.13
62 193104, -9.98, -4.61, -3.92, 0.08
63 193105, -13.24, 5.16, -6.57, 0.09
64 193106, 13.90, -5.38, 11.30, 0.08
65 193107, -6.62, 1.43, -2.10, 0.06
66 193108, 0.41, -1.97, -1.49, 0.03
67 193109, -29.13, 0.56, -6.75, 0.03
68 193110, 8.04, -1.87, 1.70, 0.10
69 193111, -9.08, 4.30, -5.05, 0.17
70 193112, -13.53, -0.56, -8.86, 0.12
71 193201, -1.58, 3.94, 9.04, 0.23
72 193202, 5.46, -2.77, -1.45, 0.23
73 193203, -11.21, 2.27, -2.32, 0.16
74 193204, -17.96, 1.44, 1.42, 0.11
75 193205, -20.51, 3.72, -3.28, 0.06
76 193206, -0.70, 0.35, 5.32, 0.02
77 193207, 33.84, -4.44, 35.46, 0.03
78 193208, 37.06, 14.29, 33.03, 0.03
79 193209, -2.94, -2.43, -6.82, 0.03
80 193210, -13.17, -2.76, -10.04, 0.02
81 193211, -5.88, 2.08, -13.28, 0.02
82 193212, 4.40, -8.27, -8.17, 0.01
83 193301, 1.25, 0.69, 6.23, 0.01
84 193302, -15.24, -2.75, -2.73, -0.03
85 193303, 3.29, 3.90, 7.38, 0.04
86 193304, 38.85, 4.56, 17.43, 0.10
87 193305, 21.43, 36.70, 19.03, 0.04
88 193306, 13.11, 8.67, -1.88, 0.02
89 193307, -9.63, -1.01, 3.27, 0.02
90 193308, 12.05, -5.45, 2.96, 0.03
91 193309, -10.65, -0.32, -11.77, 0.02
92 193310, -8.36, -0.08, -8.46, 0.01
93 193311, 9.97, -6.48, 2.33, 0.02
94 193312, 1.83, 0.66, -1.53, 0.02
95 193401, 12.60, 12.53, 15.54, 0.05
96 193402, -2.50, 5.19, 2.12, 0.02
97 193403, 0.09, 2.51, -2.73, 0.02
98 193404, -1.79, 2.80, -3.75, 0.01
99 193405, -7.25, -0.26, -5.91, 0.01
100 193406, 2.64, -2.14, -2.92, 0.01
101 193407, -10.96, -6.94, -10.66, 0.01
102 193408, 5.58, 5.42, 0.50, 0.01
103 193409, -0.23, -1.52, -1.24, 0.01
104 193410, -1.66, 1.24, -5.11, 0.01
105 193411, 8.33, 6.49, -2.24, 0.01
106 193412, 0.36, 3.08, -3.17, 0.01
107 193501, -3.45, 1.07, -1.89, 0.01
108 193502, -1.94, 0.42, -7.24, 0.02
109 193503, -3.68, -3.54, -5.06, 0.01
110 193504, 9.06, -1.56, 4.27, 0.01
111 193505, 3.47, -3.34, 2.61, 0.01
112 193506, 5.93, -2.51, -1.65, 0.01
113 193507, 7.51, 1.47, 6.86, 0.01
114 193508, 2.65, 6.28, 5.70, 0.01
115 193509, 2.63, 1.57, -4.05, 0.01
116 193510, 7.03, 2.65, -2.33, 0.01
117 193511, 4.88, 4.30, 11.91, 0.02
118 193512, 4.56, 0.22, 1.07, 0.01
119 193601, 6.89, 5.10, 10.51, 0.01
120 193602, 2.49, 1.14, 5.04, 0.01
121 193603, 0.99, 0.66, -1.66, 0.02
122 193604, -8.14, -6.03, -2.08, 0.02
123 193605, 5.19, 0.81, 2.63, 0.02
124 193606, 2.40, -3.25, -1.20, 0.03
125 193607, 6.67, 1.14, 2.56, 0.01
126 193608, 0.99, 0.72, 3.99, 0.02
127 193609, 0.98, 3.07, 0.88, 0.01
128 193610, 7.12, -2.39, 2.52, 0.02
129 193611, 3.27, 9.01, -0.92, 0.01
130 193612, 0.21, 3.61, 3.96, 0.00
131 193701, 3.35, 4.31, 2.61, 0.01
132 193702, 1.09, 1.23, 5.05, 0.02
133 193703, -0.27, -1.78, 6.39, 0.01
134 193704, -7.36, -3.77, -3.61, 0.03
135 193705, -0.83, -0.66, -3.49, 0.06
136 193706, -4.21, -3.65, -3.21, 0.03
137 193707, 8.91, 0.85, 0.82, 0.03
138 193708, -4.86, 0.42, -2.25, 0.02
139 193709, -13.61, -6.89, -4.57, 0.04
140 193710, -9.61, 0.45, -1.62, 0.02
141 193711, -8.31, -3.65, 0.20, 0.02
142 193712, -4.24, -7.76, -0.39, 0.00
143 193801, 0.49, 4.97, -1.60, 0.00
144 193802, 5.84, 0.35, -2.02, 0.00
145 193803, -23.82, -4.24, -3.52, -0.01
146 193804, 14.51, 6.37, 0.18, 0.01
147 193805, -3.83, -2.47, -0.28, 0.00
148 193806, 23.87, 4.05, 0.30, 0.00
149 193807, 7.34, 6.66, 2.18, -0.01
150 193808, -2.67, -2.44, -4.72, 0.00
151 193809, 0.81, -2.72, -1.62, 0.02
152 193810, 7.80, 5.83, 5.01, 0.01
153 193811, -1.72, -2.56, -1.23, -0.06
154 193812, 4.19, -1.80, 0.50, 0.00
155 193901, -5.96, -1.56, -3.92, -0.01
156 193902, 3.51, 0.63, 2.95, 0.01
157 193903, -11.99, -4.76, -8.29, -0.01
158 193904, -0.18, 1.66, -0.30, 0.00
159 193905, 6.80, 2.81, 0.47, 0.01
160 193906, -5.31, -1.02, -5.41, 0.01
161 193907, 10.24, 4.32, -0.03, 0.00
162 193908, -6.68, -4.61, -2.42, -0.01
163 193909, 16.88, 20.23, 22.22, 0.01
164 193910, -0.53, -0.01, -4.89, 0.00
165 193911, -3.62, -5.07, -6.46, 0.00
166 193912, 3.03, 0.79, -4.06, 0.00
167 194001, -2.41, 0.24, -0.77, 0.00
168 194002, 1.44, 2.51, -0.32, 0.00
169 194003, 2.05, 1.25, -1.27, 0.00
170 194004, 0.22, 3.92, -0.13, 0.00
171 194005, -21.95, -6.66, -3.69, -0.02
172 194006, 6.67, -2.13, 4.63, 0.00
173 194007, 3.16, 1.01, -0.74, 0.01
174 194008, 2.19, -0.11, 0.56, -0.01
175 194009, 2.39, 3.22, -1.13, 0.00
176 194010, 3.02, 0.28, 4.64, 0.00
177 194011, -1.61, 1.94, 0.12, 0.00
178 194012, 0.69, -2.15, -0.89, 0.00
179 194101, -4.17, 1.00, 3.83, -0.01
180 194102, -1.43, -1.57, 0.89, -0.01
181 194103, 0.84, 0.10, 3.04, 0.01
182 194104, -5.46, -1.69, 3.41, -0.01
183 194105, 1.39, -0.66, 0.60, 0.00
184 194106, 5.83, 1.32, 0.59, 0.00
185 194107, 5.87, 5.70, 7.25, 0.03
186 194108, -0.17, -0.41, -1.10, 0.01
187 194109, -0.87, -0.99, -0.28, 0.01
188 194110, -5.25, -2.02, 1.63, 0.00
189 194111, -1.92, -1.21, -0.64, 0.00
190 194112, -4.87, -2.98, -5.94, 0.01
191 194201, 0.79, 7.52, 10.10, 0.02
192 194202, -2.46, 1.72, -1.13, 0.01
193 194203, -6.58, 1.78, -0.62, 0.01
194 194204, -4.37, -0.60, 2.09, 0.01
195 194205, 5.94, -3.05, -2.65, 0.03
196 194206, 2.69, -1.22, 0.54, 0.02
197 194207, 3.51, -0.16, 2.40, 0.03
198 194208, 1.80, -0.09, 1.33, 0.03
199 194209, 2.61, 0.66, 2.39, 0.03
200 194210, 6.82, 1.82, 6.47, 0.03
201 194211, 0.15, -1.54, -4.24, 0.03
202 194212, 5.12, -2.49, 0.56, 0.03
203 194301, 7.13, 8.78, 8.23, 0.03
204 194302, 6.15, 4.84, 6.51, 0.03
205 194303, 6.01, 5.03, 5.48, 0.03
206 194304, 0.81, 2.06, 5.86, 0.03
207 194305, 5.74, 4.41, 3.28, 0.03
208 194306, 1.82, -1.06, -0.74, 0.03
209 194307, -4.77, -2.41, -2.27, 0.03
210 194308, 1.30, -0.62, -0.47, 0.03
211 194309, 2.40, 1.28, 1.43, 0.03
212 194310, -1.15, 0.58, 1.65, 0.03
213 194311, -5.91, -1.64, -4.04, 0.03
214 194312, 6.36, 3.34, 3.22, 0.03
215 194401, 1.74, 2.56, 2.17, 0.03
216 194402, 0.37, -0.10, 0.83, 0.03
217 194403, 2.46, 1.71, 3.43, 0.02
218 194404, -1.69, -1.35, -1.13, 0.03
219 194405, 5.07, 1.67, 1.02, 0.03
220 194406, 5.49, 4.04, 1.82, 0.03
221 194407, -1.49, 0.55, -0.43, 0.03
222 194408, 1.57, 2.41, -1.63, 0.03
223 194409, 0.01, 0.47, -1.21, 0.02
224 194410, 0.16, -0.14, -0.34, 0.03
225 194411, 1.71, 0.37, 2.31, 0.03
226 194412, 4.03, 2.24, 5.91, 0.02
227 194501, 2.01, 2.44, 0.71, 0.03
228 194502, 6.23, 1.56, 4.40, 0.02
229 194503, -3.89, -1.61, -1.78, 0.02
230 194504, 7.80, 0.32, 3.21, 0.03
231 194505, 1.73, 1.51, 0.35, 0.03
232 194506, 0.39, 3.10, 4.32, 0.02
233 194507, -2.17, -1.46, -2.71, 0.03
234 194508, 6.20, 1.61, -4.40, 0.03
235 194509, 4.77, 1.71, 0.48, 0.03
236 194510, 3.89, 2.46, 2.25, 0.03
237 194511, 5.39, 4.16, 4.34, 0.02
238 194512, 1.20, 2.12, -2.32, 0.03
239 194601, 6.24, 4.02, 2.21, 0.03
240 194602, -5.83, -0.73, -1.27, 0.03
241 194603, 5.87, 0.31, -0.36, 0.03
242 194604, 4.23, 2.37, 0.45, 0.03
243 194605, 3.93, 1.46, 1.09, 0.03
244 194606, -3.89, -1.53, -0.59, 0.03
245 194607, -2.69, -2.06, 0.04, 0.03
246 194608, -6.44, -1.78, 0.60, 0.03
247 194609, -10.17, -4.41, -1.96, 0.03
248 194610, -1.44, 0.09, 3.44, 0.03
249 194611, -0.01, -0.40, 1.52, 0.03
250 194612, 4.96, 0.06, -1.38, 0.03
251 194701, 1.25, 2.18, -0.73, 0.03
252 194702, -1.08, 0.68, 0.14, 0.03
253 194703, -1.67, -1.61, 0.61, 0.03
254 194704, -4.80, -3.97, 0.85, 0.03
255 194705, -0.97, -3.26, 0.34, 0.03
256 194706, 5.29, -0.31, -0.60, 0.03
257 194707, 4.14, 1.43, 2.82, 0.03
258 194708, -1.74, 0.30, 0.16, 0.03
259 194709, -0.54, 1.64, 1.36, 0.06
260 194710, 2.47, 0.51, 0.08, 0.06
261 194711, -1.97, -1.74, 1.06, 0.06
262 194712, 3.00, -2.48, 3.69, 0.08
263 194801, -3.93, 2.49, 1.38, 0.07
264 194802, -4.38, -1.71, 0.07, 0.07
265 194803, 8.07, 0.13, 4.49, 0.09
266 194804, 3.65, -1.66, 4.10, 0.08
267 194805, 7.30, 0.93, -1.23, 0.08
268 194806, -0.10, -1.86, 2.75, 0.09
269 194807, -5.09, -0.32, 0.07, 0.08
270 194808, 0.25, -1.10, 0.27, 0.09
271 194809, -2.97, -1.23, -1.79, 0.04
272 194810, 5.96, -1.50, 0.56, 0.04
273 194811, -9.30, -0.62, -4.14, 0.04
274 194812, 3.26, -2.80, -1.94, 0.04
275 194901, 0.23, 1.81, 1.17, 0.10
276 194902, -2.93, -1.89, -0.91, 0.09
277 194903, 4.04, 2.48, 1.34, 0.10
278 194904, -1.87, -0.89, -1.18, 0.09
279 194905, -2.94, -0.77, -2.42, 0.10
280 194906, 0.10, -0.88, -1.76, 0.10
281 194907, 5.54, 0.57, 0.38, 0.09
282 194908, 2.60, 0.13, -0.57, 0.09
283 194909, 3.09, 1.05, 0.23, 0.09
284 194910, 3.14, 1.03, -0.49, 0.09
285 194911, 1.82, -0.93, -0.91, 0.08
286 194912, 5.13, 2.07, 1.75, 0.09
287 195001, 1.70, 3.36, 0.14, 0.09
288 195002, 1.48, 0.04, -0.81, 0.09
289 195003, 1.26, -1.41, -2.77, 0.10
290 195004, 3.94, 1.99, 1.34, 0.09
291 195005, 4.31, -2.12, 0.46, 0.10
292 195006, -5.94, -2.38, -0.78, 0.10
293 195007, 1.36, 0.51, 13.66, 0.10
294 195008, 4.85, 0.73, -1.41, 0.10
295 195009, 4.81, 0.57, -1.11, 0.10
296 195010, -0.18, -0.58, 1.44, 0.12
297 195011, 2.76, -0.84, 3.17, 0.11
298 195012, 5.54, 1.49, 7.23, 0.11
299 195101, 5.70, 1.73, 3.72, 0.13
300 195102, 1.41, 0.09, -2.83, 0.10
301 195103, -2.15, -0.64, -4.22, 0.11
302 195104, 4.86, -1.49, 3.28, 0.13
303 195105, -2.34, -0.01, -1.33, 0.12
304 195106, -2.62, -1.95, -3.96, 0.12
305 195107, 6.94, -1.99, 2.01, 0.13
306 195108, 4.27, 0.99, -0.16, 0.13
307 195109, 0.70, 1.90, 0.61, 0.12
308 195110, -2.53, -0.22, 0.25, 0.16
309 195111, 0.57, -0.29, -0.05, 0.11
310 195112, 3.33, -2.25, -1.56, 0.12
311 195201, 1.45, -0.61, 1.54, 0.15
312 195202, -2.62, 0.79, -0.61, 0.12
313 195203, 4.44, -2.99, 2.16, 0.11
314 195204, -4.97, 0.48, -0.10, 0.12
315 195205, 3.20, -1.01, 0.08, 0.13
316 195206, 3.83, -1.61, 1.23, 0.15
317 195207, 0.91, -0.40, -0.35, 0.15
318 195208, -0.76, 1.18, 0.03, 0.15
319 195209, -2.03, 1.15, -1.51, 0.16
320 195210, -0.66, -1.06, -0.45, 0.14
321 195211, 5.94, -0.71, 0.95, 0.10
322 195212, 2.93, -1.48, 0.18, 0.16
323 195301, -0.34, 3.58, 1.32, 0.16
324 195302, -0.27, 2.15, -0.08, 0.14
325 195303, -1.43, -0.19, -0.80, 0.18
326 195304, -2.83, 0.28, 1.53, 0.16
327 195305, 0.52, -0.07, 0.23, 0.17
328 195306, -1.89, -1.86, -0.47, 0.18
329 195307, 2.40, -1.05, -0.24, 0.15
330 195308, -4.52, 0.36, -3.54, 0.17
331 195309, 0.20, -0.85, -2.42, 0.16
332 195310, 4.60, -1.37, -0.19, 0.13
333 195311, 2.83, -1.29, -0.17, 0.08
334 195312, 0.03, -0.84, -2.84, 0.13
335 195401, 5.13, 0.46, 3.51, 0.11
336 195402, 1.67, -0.17, -0.28, 0.07
337 195403, 3.65, -0.49, -1.46, 0.08
338 195404, 4.27, -3.48, -0.37, 0.09
339 195405, 3.09, 0.39, 2.46, 0.05
340 195406, 1.07, 0.41, -0.03, 0.06
341 195407, 4.99, 1.07, 4.11, 0.05
342 195408, -2.34, 2.66, -1.36, 0.05
343 195409, 6.39, -2.54, 0.66, 0.09
344 195410, -1.67, 0.59, 0.72, 0.07
345 195411, 9.38, -2.62, 4.36, 0.06
346 195412, 5.48, 2.14, 5.71, 0.08
347 195501, 0.60, 0.25, 2.18, 0.08
348 195502, 3.02, 1.54, 0.62, 0.09
349 195503, -0.16, -0.66, 1.95, 0.10
350 195504, 3.11, -1.79, 0.81, 0.10
351 195505, 0.93, -0.29, -0.86, 0.14
352 195506, 6.55, -4.65, 1.92, 0.10
353 195507, 1.90, -1.36, 0.63, 0.10
354 195508, 0.21, -0.38, 0.58, 0.16
355 195509, -0.36, 0.30, -1.06, 0.16
356 195510, -2.68, 1.50, -0.03, 0.18
357 195511, 7.03, -2.46, 0.50, 0.17
358 195512, 1.49, 2.08, -2.24, 0.18
359 195601, -3.03, 0.44, 1.12, 0.22
360 195602, 3.77, -1.04, -0.53, 0.19
361 195603, 6.64, -2.42, -0.14, 0.15
362 195604, 0.28, 0.07, -0.18, 0.19
363 195605, -5.20, 1.50, -1.33, 0.23
364 195606, 3.48, -1.46, -1.32, 0.20
365 195607, 4.84, -1.68, -0.01, 0.22
366 195608, -3.18, 1.90, -0.71, 0.17
367 195609, -5.14, 1.56, 1.79, 0.18
368 195610, 0.52, -0.09, -0.06, 0.25
369 195611, 0.36, -0.22, 1.78, 0.20
370 195612, 3.16, -0.03, -2.10, 0.24
371 195701, -3.58, 3.40, 2.78, 0.27
372 195702, -2.06, -0.72, -0.73, 0.24
373 195703, 2.13, 0.27, -0.47, 0.23
374 195704, 4.26, -1.60, -1.51, 0.25
375 195705, 3.45, -1.07, -2.05, 0.26
376 195706, -0.74, 0.55, 0.01, 0.24
377 195707, 0.66, -0.76, 0.38, 0.30
378 195708, -5.11, 0.06, -0.45, 0.25
379 195709, -5.98, 0.08, 0.88, 0.26
380 195710, -4.32, -2.52, -1.83, 0.29
381 195711, 2.30, 0.40, -2.90, 0.28
382 195712, -3.91, -0.93, -1.71, 0.24
383 195801, 4.66, 4.36, 4.23, 0.28
384 195802, -1.52, 0.70, 0.28, 0.12
385 195803, 3.27, 0.63, -0.92, 0.09
386 195804, 3.09, -0.59, 1.46, 0.08
387 195805, 2.31, 2.24, -0.35, 0.11
388 195806, 2.93, -0.24, 0.50, 0.03
389 195807, 4.39, 0.47, 3.12, 0.07
390 195808, 1.91, 1.19, 0.29, 0.04
391 195809, 4.66, 0.15, 2.96, 0.19
392 195810, 2.53, 1.13, -1.18, 0.18
393 195811, 3.01, 2.06, -1.29, 0.11
394 195812, 5.15, -2.07, -0.05, 0.22
395 195901, 0.71, 3.02, 2.98, 0.21
396 195902, 0.95, 1.49, 1.05, 0.19
397 195903, 0.28, 1.48, -0.35, 0.22
398 195904, 3.66, -0.58, -1.22, 0.20
399 195905, 1.73, -2.15, 1.87, 0.22
400 195906, -0.25, 0.68, 1.33, 0.25
401 195907, 3.17, -0.32, 0.26, 0.25
402 195908, -1.39, -0.78, 0.44, 0.19
403 195909, -4.80, -0.09, 0.57, 0.31
404 195910, 1.28, 1.43, -2.05, 0.30
405 195911, 1.60, 1.24, -3.27, 0.26
406 195912, 2.45, -0.60, -0.03, 0.34
407 196001, -6.98, 2.09, 2.73, 0.33
408 196002, 1.17, 0.51, -1.99, 0.29
409 196003, -1.63, -0.51, -2.85, 0.35
410 196004, -1.71, 0.31, -2.23, 0.19
411 196005, 3.12, 1.21, -3.76, 0.27
412 196006, 2.08, -0.22, -0.34, 0.24
413 196007, -2.37, -0.52, 2.03, 0.13
414 196008, 3.01, 0.90, -0.19, 0.17
415 196009, -5.99, -1.11, 1.58, 0.16
416 196010, -0.71, -3.95, 2.60, 0.22
417 196011, 4.69, 0.35, -2.45, 0.13
418 196012, 4.71, -1.56, -0.79, 0.16
419 196101, 6.20, 0.66, 3.70, 0.19
420 196102, 3.57, 3.98, -0.74, 0.14
421 196103, 2.89, 3.27, -0.77, 0.20
422 196104, 0.29, 0.10, 2.05, 0.17
423 196105, 2.40, 1.95, 0.48, 0.18
424 196106, -3.08, -2.47, -0.18, 0.20
425 196107, 2.83, -1.88, -0.11, 0.18
426 196108, 2.57, -1.75, -0.28, 0.14
427 196109, -2.15, -1.05, -0.58, 0.17
428 196110, 2.57, -1.61, 0.12, 0.19
429 196111, 4.45, 1.24, -1.19, 0.15
430 196112, -0.18, -0.83, 1.83, 0.19
431 196201, -3.87, 1.78, 5.09, 0.24
432 196202, 1.81, -1.16, 0.85, 0.20
433 196203, -0.68, 0.53, -1.43, 0.20
434 196204, -6.59, -0.68, 0.03, 0.22
435 196205, -8.65, -3.33, 2.78, 0.24
436 196206, -8.47, -0.57, 2.54, 0.20
437 196207, 6.28, 1.49, -3.44, 0.27
438 196208, 2.13, 1.23, -1.19, 0.23
439 196209, -5.22, -2.43, 1.23, 0.21
440 196210, -0.05, -3.97, 1.29, 0.25
441 196211, 10.87, 2.61, 1.01, 0.20
442 196212, 1.01, -3.80, 0.33, 0.23
443 196301, 4.93, 3.06, 2.26, 0.25
444 196302, -2.38, 0.50, 2.21, 0.23
445 196303, 3.08, -2.62, 2.10, 0.23
446 196304, 4.51, -1.31, 1.01, 0.25
447 196305, 1.76, 1.12, 2.50, 0.24
448 196306, -2.00, -0.25, 0.70, 0.23
449 196307, -0.39, -0.56, -0.83, 0.27
450 196308, 5.07, -0.94, 1.67, 0.25
451 196309, -1.57, -0.31, 0.18, 0.27
452 196310, 2.53, -0.54, -0.10, 0.29
453 196311, -0.85, -1.13, 1.71, 0.27
454 196312, 1.83, -1.97, -0.12, 0.29
455 196401, 2.24, -0.19, 1.59, 0.30
456 196402, 1.54, 0.10, 2.83, 0.26
457 196403, 1.41, 0.99, 3.32, 0.31
458 196404, 0.10, -1.37, -0.55, 0.29
459 196405, 1.42, -0.90, 1.98, 0.26
460 196406, 1.27, -0.26, 0.68, 0.30
461 196407, 1.74, 0.28, 0.68, 0.30
462 196408, -1.44, 0.09, 0.09, 0.28
463 196409, 2.69, -0.51, 1.65, 0.28
464 196410, 0.59, 0.43, 1.14, 0.29
465 196411, 0.00, 0.61, -1.98, 0.29
466 196412, 0.03, -0.26, -2.55, 0.31
467 196501, 3.54, 2.70, 0.18, 0.28
468 196502, 0.44, 3.48, 0.22, 0.30
469 196503, -1.34, 1.79, 1.09, 0.36
470 196504, 3.11, 1.20, 0.71, 0.31
471 196505, -0.77, 0.04, -1.63, 0.31
472 196506, -5.51, -4.35, 0.55, 0.35
473 196507, 1.43, 0.87, 2.18, 0.31
474 196508, 2.73, 2.81, -0.96, 0.33
475 196509, 2.86, 0.61, -0.10, 0.31
476 196510, 2.60, 2.48, 1.52, 0.31
477 196511, -0.03, 4.68, 0.21, 0.35
478 196512, 1.01, 2.08, 1.95, 0.33
479 196601, 0.72, 3.89, 3.49, 0.38
480 196602, -1.21, 4.54, 0.27, 0.35
481 196603, -2.51, 0.94, -2.07, 0.38
482 196604, 2.14, 3.45, -0.54, 0.34
483 196605, -5.66, -4.70, -1.55, 0.41
484 196606, -1.44, 1.02, 0.50, 0.38
485 196607, -1.63, -0.44, 0.96, 0.35
486 196608, -7.91, -3.23, 0.47, 0.41
487 196609, -1.06, -1.07, 0.53, 0.40
488 196610, 3.86, -6.64, 2.87, 0.45
489 196611, 1.40, 4.22, -4.46, 0.40
490 196612, 0.13, 1.86, -1.22, 0.40
491 196701, 8.15, 8.32, 2.22, 0.43
492 196702, 0.78, 3.34, -2.17, 0.36
493 196703, 3.99, 1.63, 0.31, 0.39
494 196704, 3.89, 0.62, -2.64, 0.32
495 196705, -4.33, 1.98, 0.80, 0.33
496 196706, 2.41, 5.96, 0.96, 0.27
497 196707, 4.58, 3.08, 2.65, 0.31
498 196708, -0.89, 0.47, 1.46, 0.31
499 196709, 3.11, 3.10, -2.47, 0.32
500 196710, -3.09, 1.42, -3.39, 0.39
501 196711, 0.37, 0.20, -1.71, 0.36
502 196712, 3.05, 5.73, -0.39, 0.33
503 196801, -4.06, 3.91, 4.75, 0.40
504 196802, -3.75, -2.95, 1.17, 0.39
505 196803, 0.20, -1.28, -0.59, 0.38
506 196804, 9.05, 5.73, -1.03, 0.43
507 196805, 2.28, 6.43, 0.84, 0.45
508 196806, 0.69, -0.17, 0.67, 0.43
509 196807, -2.72, -1.30, 5.48, 0.48
510 196808, 1.34, 2.34, 1.00, 0.42
511 196809, 4.03, 2.76, 0.24, 0.43
512 196810, 0.42, -0.47, 2.89, 0.44
513 196811, 5.43, 2.36, -0.90, 0.42
514 196812, -3.94, 3.44, 0.02, 0.43
515 196901, -1.25, -0.78, 1.69, 0.53
516 196902, -5.84, -3.89, 0.90, 0.46
517 196903, 2.64, -0.25, -0.46, 0.46
518 196904, 1.46, -0.88, 0.03, 0.53
519 196905, -0.10, -0.27, 0.73, 0.48
520 196906, -7.18, -5.39, -1.09, 0.51
521 196907, -7.00, -3.21, 1.42, 0.53
522 196908, 4.68, 0.94, -3.87, 0.50
523 196909, -2.98, 1.20, -3.19, 0.62
524 196910, 5.06, 3.81, -3.19, 0.60
525 196911, -3.79, -2.53, -1.12, 0.52
526 196912, -2.63, -3.67, -3.02, 0.64
527 197001, -8.10, 2.90, 3.04, 0.60
528 197002, 5.13, -2.40, 4.04, 0.62
529 197003, -1.06, -2.32, 4.25, 0.57
530 197004, -11.00, -6.11, 6.39, 0.50
531 197005, -6.92, -4.52, 3.60, 0.53
532 197006, -5.79, -2.16, 0.87, 0.58
533 197007, 6.93, -0.54, 0.96, 0.52
534 197008, 4.49, 1.52, 1.03, 0.53
535 197009, 4.18, 8.62, -5.58, 0.54
536 197010, -2.28, -4.28, 0.27, 0.46
537 197011, 4.59, -4.07, 1.63, 0.46
538 197012, 5.72, 2.97, 1.01, 0.42
539 197101, 4.84, 7.37, 1.38, 0.38
540 197102, 1.41, 1.88, -1.29, 0.33
541 197103, 4.13, 2.54, -4.04, 0.30
542 197104, 3.15, -0.49, 0.72, 0.28
543 197105, -3.98, -1.10, -1.38, 0.29
544 197106, -0.10, -1.42, -2.06, 0.37
545 197107, -4.50, -1.50, 0.17, 0.40
546 197108, 3.79, -0.16, 2.67, 0.47
547 197109, -0.85, 0.41, -2.96, 0.37
548 197110, -4.42, -1.80, -0.43, 0.37
549 197111, -0.46, -2.85, -1.70, 0.37
550 197112, 8.71, 3.32, -0.35, 0.37
551 197201, 2.49, 6.12, 1.99, 0.29
552 197202, 2.87, 1.37, -2.76, 0.25
553 197203, 0.63, -0.27, -1.73, 0.27
554 197204, 0.29, 0.01, 0.23, 0.29
555 197205, 1.25, -2.79, -2.69, 0.30
556 197206, -2.43, 0.33, -2.51, 0.29
557 197207, -0.80, -2.89, 0.78, 0.31
558 197208, 3.26, -4.09, 4.69, 0.29
559 197209, -1.14, -2.67, 0.47, 0.34
560 197210, 0.52, -2.74, 1.37, 0.40
561 197211, 4.60, -1.11, 4.76, 0.37
562 197212, 0.62, -1.86, -2.27, 0.37
563 197301, -3.29, -3.48, 2.68, 0.44
564 197302, -4.85, -3.99, 1.70, 0.41
565 197303, -1.30, -2.82, 2.78, 0.46
566 197304, -5.68, -3.99, 5.69, 0.52
567 197305, -2.94, -6.12, 0.21, 0.51
568 197306, -1.56, -2.95, 1.44, 0.51
569 197307, 5.05, 7.91, -5.31, 0.64
570 197308, -3.82, -2.03, 1.14, 0.70
571 197309, 4.75, 2.94, 2.18, 0.68
572 197310, -0.83, -0.23, 1.74, 0.65
573 197311, -12.75, -7.70, 4.04, 0.56
574 197312, 0.61, -5.29, 4.09, 0.64
575 197401, -0.17, 9.76, 5.99, 0.63
576 197402, -0.47, 0.05, 2.54, 0.58
577 197403, -2.81, 2.51, -0.11, 0.56
578 197404, -5.29, -0.71, 1.06, 0.75
579 197405, -4.68, -3.01, -2.04, 0.75
580 197406, -2.83, -0.20, 0.79, 0.60
581 197407, -8.05, 0.92, 5.14, 0.70
582 197408, -9.35, -0.68, 2.50, 0.60
583 197409, -11.77, 0.27, 5.49, 0.81
584 197410, 16.10, -3.51, -9.99, 0.51
585 197411, -4.51, -1.17, -0.16, 0.54
586 197412, -3.45, -4.84, 0.00, 0.70
587 197501, 13.66, 11.01, 8.44, 0.58
588 197502, 5.56, 0.16, -4.56, 0.43
589 197503, 2.66, 3.75, 2.49, 0.41
590 197504, 4.23, -0.54, -1.11, 0.44
591 197505, 5.19, 3.83, -4.02, 0.44
592 197506, 4.83, 0.76, 1.32, 0.41
593 197507, -6.59, 2.69, 1.70, 0.48
594 197508, -2.85, -3.20, -0.90, 0.48
595 197509, -4.26, -0.13, 0.34, 0.53
596 197510, 5.31, -4.02, 0.30, 0.56
597 197511, 2.64, -1.19, 1.99, 0.41
598 197512, -1.60, -0.76, 1.76, 0.48
599 197601, 12.16, 4.80, 8.58, 0.47
600 197602, 0.32, 7.03, 5.78, 0.34
601 197603, 2.32, -1.17, -0.04, 0.40
602 197604, -1.49, -0.03, -0.06, 0.42
603 197605, -1.34, -1.24, -1.32, 0.37
604 197606, 4.05, -1.35, 0.68, 0.43
605 197607, -1.07, 0.31, 1.74, 0.47
606 197608, -0.56, -2.01, 0.79, 0.42
607 197609, 2.07, -0.01, -0.29, 0.44
608 197610, -2.42, 0.25, -0.13, 0.41
609 197611, 0.36, 2.32, 1.51, 0.40
610 197612, 5.65, 3.01, 2.22, 0.40
611 197701, -4.05, 4.78, 4.26, 0.36
612 197702, -1.94, 1.08, 0.50, 0.35
613 197703, -1.37, 0.99, 1.02, 0.38
614 197704, 0.15, -0.12, 3.45, 0.38
615 197705, -1.45, 1.18, 0.84, 0.37
616 197706, 4.71, 2.13, -0.64, 0.40
617 197707, -1.69, 2.12, -0.59, 0.42
618 197708, -1.75, 1.52, -2.79, 0.44
619 197709, -0.27, 1.45, -0.49, 0.43
620 197710, -4.38, 1.27, 1.72, 0.49
621 197711, 4.00, 3.72, 0.31, 0.50
622 197712, 0.27, 1.35, -0.37, 0.49
623 197801, -6.01, 2.22, 3.31, 0.49
624 197802, -1.38, 3.59, 0.76, 0.46
625 197803, 2.85, 3.48, 1.20, 0.53
626 197804, 7.88, 0.40, -3.54, 0.54
627 197805, 1.76, 4.56, -0.62, 0.51
628 197806, -1.69, 1.69, 0.59, 0.54
629 197807, 5.11, 0.26, -1.11, 0.56
630 197808, 3.75, 5.06, -0.46, 0.56
631 197809, -1.43, -0.39, 1.87, 0.62
632 197810, -11.91, -9.88, 1.36, 0.68
633 197811, 2.71, 3.01, -2.22, 0.70
634 197812, 0.88, 1.24, -2.19, 0.78
635 197901, 4.23, 3.66, 2.27, 0.77
636 197902, -3.56, 0.45, 1.20, 0.73
637 197903, 5.68, 3.19, -0.67, 0.81
638 197904, -0.06, 2.18, 1.05, 0.80
639 197905, -2.21, 0.57, 1.92, 0.82
640 197906, 3.85, 1.17, 1.48, 0.81
641 197907, 0.82, 1.26, 1.70, 0.77
642 197908, 5.53, 2.08, -1.55, 0.77
643 197909, -0.82, -0.25, -0.87, 0.83
644 197910, -8.10, -3.34, -1.86, 0.87
645 197911, 5.21, 2.74, -3.25, 0.99
646 197912, 1.79, 4.17, -1.98, 0.95
647 198001, 5.51, 1.65, 1.80, 0.80
648 198002, -1.22, -1.82, 0.62, 0.89
649 198003, -12.90, -6.64, -1.06, 1.21
650 198004, 3.97, 0.97, 1.06, 1.26
651 198005, 5.26, 2.16, 0.39, 0.81
652 198006, 3.06, 1.67, -0.89, 0.61
653 198007, 6.49, 4.25, -6.30, 0.53
654 198008, 1.80, 3.92, -2.64, 0.64
655 198009, 2.19, 0.89, -4.79, 0.75
656 198010, 1.06, 2.47, -2.74, 0.95
657 198011, 9.59, -3.45, -8.35, 0.96
658 198012, -4.52, -0.28, 2.68, 1.31
659 198101, -5.04, 3.00, 6.84, 1.04
660 198102, 0.57, -0.31, 0.97, 1.07
661 198103, 3.56, 3.58, 0.67, 1.21
662 198104, -2.11, 4.42, 2.26, 1.08
663 198105, 0.11, 2.00, -0.43, 1.15
664 198106, -2.36, -0.85, 5.13, 1.35
665 198107, -1.54, -2.18, -0.66, 1.24
666 198108, -7.04, -1.95, 4.84, 1.28
667 198109, -7.17, -2.66, 5.20, 1.24
668 198110, 4.92, 2.13, -4.21, 1.21
669 198111, 3.36, -0.96, 1.90, 1.07
670 198112, -3.65, 1.17, 0.74, 0.87
671 198201, -3.24, -1.29, 3.17, 0.80
672 198202, -5.86, 0.49, 6.10, 0.92
673 198203, -1.87, -0.19, 3.78, 0.98
674 198204, 3.27, 1.51, -2.78, 1.13
675 198205, -3.99, 0.47, 1.81, 1.06
676 198206, -3.09, -0.40, 1.54, 0.96
677 198207, -3.19, 0.84, 0.15, 1.05
678 198208, 11.14, -4.11, 1.16, 0.76
679 198209, 1.29, 2.88, 0.34, 0.51
680 198210, 11.30, 2.35, -3.68, 0.59
681 198211, 4.67, 4.77, -1.96, 0.63
682 198212, 0.55, -0.18, 0.01, 0.67
683 198301, 3.60, 2.70, -0.86, 0.69
684 198302, 2.59, 3.23, 0.67, 0.62
685 198303, 2.82, 1.77, 2.07, 0.63
686 198304, 6.67, 0.53, 0.60, 0.71
687 198305, 0.52, 6.16, -1.40, 0.69
688 198306, 3.07, 0.91, -3.87, 0.67
689 198307, -4.07, 1.46, 5.62, 0.74
690 198308, -0.50, -4.30, 5.55, 0.76
691 198309, 0.91, 0.56, 1.09, 0.76
692 198310, -3.44, -3.60, 5.06, 0.76
693 198311, 2.16, 2.04, -0.62, 0.70
694 198312, -1.78, -0.29, 1.67, 0.73
695 198401, -1.92, -0.43, 7.63, 0.76
696 198402, -4.82, -1.71, 3.36, 0.71
697 198403, 0.63, 0.07, 0.48, 0.73
698 198404, -0.51, -1.20, 1.29, 0.81
699 198405, -5.97, 0.03, 0.26, 0.78
700 198406, 1.82, -0.32, -2.60, 0.75
701 198407, -2.74, -2.21, 0.49, 0.82
702 198408, 10.28, -0.25, -1.85, 0.83
703 198409, -0.80, 0.20, 5.32, 0.86
704 198410, -0.84, -1.20, 0.51, 1.00
705 198411, -1.76, -0.62, 4.08, 0.73
706 198412, 1.84, -0.60, -0.17, 0.64
707 198501, 7.99, 3.27, -5.43, 0.65
708 198502, 1.22, 0.76, -0.12, 0.58
709 198503, -0.84, -1.15, 4.10, 0.62
710 198504, -0.96, 0.14, 3.73, 0.72
711 198505, 5.09, -2.25, -0.86, 0.66
712 198506, 1.27, 0.65, 0.70, 0.55
713 198507, -0.74, 2.85, -1.63, 0.62
714 198508, -1.02, -0.34, 2.28, 0.55
715 198509, -4.54, -1.58, 1.32, 0.60
716 198510, 4.02, -1.57, 0.78, 0.65
717 198511, 6.48, 0.23, -2.87, 0.61
718 198512, 3.88, -0.49, -1.53, 0.65
719 198601, 0.65, 1.22, 0.53, 0.56
720 198602, 7.13, -0.65, -0.94, 0.53
721 198603, 4.88, -0.52, -0.44, 0.60
722 198604, -1.31, 2.84, -2.85, 0.52
723 198605, 4.62, -1.32, -0.11, 0.49
724 198606, 1.03, -0.91, 1.40, 0.52
725 198607, -6.45, -3.38, 4.78, 0.52
726 198608, 6.07, -4.17, 3.52, 0.46
727 198609, -8.60, 2.28, 3.19, 0.45
728 198610, 4.66, -2.48, -1.32, 0.46
729 198611, 1.17, -1.92, -0.06, 0.39
730 198612, -3.27, 0.08, 0.37, 0.49
731 198701, 12.47, -1.81, -3.18, 0.42
732 198702, 4.39, 3.49, -5.99, 0.43
733 198703, 1.64, 0.37, 1.66, 0.47
734 198704, -2.11, -1.69, -0.33, 0.44
735 198705, 0.11, -0.53, 0.13, 0.38
736 198706, 3.94, -2.18, 1.07, 0.48
737 198707, 3.85, -0.67, 0.66, 0.46
738 198708, 3.52, -0.72, -0.90, 0.47
739 198709, -2.59, 0.52, 0.28, 0.45
740 198710, -23.24, -8.43, 4.23, 0.60
741 198711, -7.77, 2.77, 3.14, 0.35
742 198712, 6.81, 0.13, -4.49, 0.39
743 198801, 4.21, -0.77, 5.08, 0.29
744 198802, 4.75, 3.36, -1.65, 0.46
745 198803, -2.27, 6.16, 0.74, 0.44
746 198804, 0.56, 0.96, 1.69, 0.46
747 198805, -0.29, -2.64, 2.30, 0.51
748 198806, 4.79, 2.16, -1.07, 0.49
749 198807, -1.25, -0.21, 2.27, 0.51
750 198808, -3.31, 0.04, 2.03, 0.59
751 198809, 3.30, -1.25, -0.68, 0.62
752 198810, 1.15, -2.90, 1.71, 0.61
753 198811, -2.29, -1.74, 1.24, 0.57
754 198812, 1.49, 1.95, -1.55, 0.63
755 198901, 6.10, -2.14, 0.51, 0.55
756 198902, -2.25, 2.76, 0.87, 0.61
757 198903, 1.57, 0.74, 0.46, 0.67
758 198904, 4.33, -0.59, -1.45, 0.67
759 198905, 3.35, -0.04, -0.82, 0.79
760 198906, -1.35, -1.01, 2.19, 0.71
761 198907, 7.20, -4.02, -2.84, 0.70
762 198908, 1.44, 0.50, 0.72, 0.74
763 198909, -0.76, 0.28, -1.34, 0.65
764 198910, -3.67, -3.30, -1.03, 0.68
765 198911, 1.03, -1.24, -1.12, 0.69
766 198912, 1.16, -2.41, 0.28, 0.61
767 199001, -7.85, -1.29, 0.87, 0.57
768 199002, 1.11, 1.03, 0.61, 0.57
769 199003, 1.83, 1.52, -2.90, 0.64
770 199004, -3.36, -0.50, -2.55, 0.69
771 199005, 8.42, -2.57, -3.74, 0.68
772 199006, -1.09, 1.43, -1.94, 0.63
773 199007, -1.90, -3.21, -0.01, 0.68
774 199008, -10.15, -3.58, 1.58, 0.66
775 199009, -6.12, -3.67, 0.73, 0.60
776 199010, -1.92, -5.51, 0.22, 0.68
777 199011, 6.35, 0.33, -3.16, 0.57
778 199012, 2.46, 0.79, -1.54, 0.60
779 199101, 4.69, 3.79, -1.84, 0.52
780 199102, 7.19, 3.95, -0.54, 0.48
781 199103, 2.65, 3.89, -1.23, 0.44
782 199104, -0.28, 0.50, 1.42, 0.53
783 199105, 3.65, -0.34, -0.57, 0.47
784 199106, -4.94, 0.07, 1.21, 0.42
785 199107, 4.24, -0.93, -1.25, 0.49
786 199108, 2.32, 1.59, -0.78, 0.46
787 199109, -1.59, 1.63, -1.00, 0.46
788 199110, 1.29, 0.90, -0.43, 0.42
789 199111, -4.19, -0.48, -1.93, 0.39
790 199112, 10.84, -2.24, -4.03, 0.38
791 199201, -0.59, 8.47, 4.51, 0.34
792 199202, 1.09, 0.88, 6.37, 0.28
793 199203, -2.66, -1.03, 3.65, 0.34
794 199204, 1.07, -6.12, 4.31, 0.32
795 199205, 0.30, 0.39, 1.28, 0.28
796 199206, -2.34, -3.09, 3.40, 0.32
797 199207, 3.77, -0.44, -0.53, 0.31
798 199208, -2.38, -0.12, -1.03, 0.26
799 199209, 1.19, 0.56, -0.21, 0.26
800 199210, 1.02, 2.05, -2.10, 0.23
801 199211, 4.13, 3.70, -1.48, 0.23
802 199212, 1.53, 1.64, 2.52, 0.28
803 199301, 0.93, 2.03, 5.87, 0.23
804 199302, 0.12, -3.43, 6.42, 0.22
805 199303, 2.30, 0.23, 1.22, 0.25
806 199304, -3.05, -0.70, 2.61, 0.24
807 199305, 2.89, 1.96, -3.41, 0.22
808 199306, 0.31, -0.31, 2.62, 0.25
809 199307, -0.34, 0.93, 3.24, 0.24
810 199308, 3.71, 0.32, -0.45, 0.25
811 199309, -0.12, 3.11, -0.45, 0.26
812 199310, 1.41, 1.45, -1.54, 0.22
813 199311, -1.89, -1.43, -0.27, 0.25
814 199312, 1.65, 1.22, 0.57, 0.23
815 199401, 2.87, 0.14, 2.09, 0.25
816 199402, -2.55, 2.73, -1.44, 0.21
817 199403, -4.78, -0.98, 1.31, 0.27
818 199404, 0.68, -0.93, 1.68, 0.27
819 199405, 0.58, -2.02, 0.20, 0.31
820 199406, -3.03, -0.45, 1.70, 0.31
821 199407, 2.82, -1.73, 0.59, 0.28
822 199408, 4.01, 1.34, -2.82, 0.37
823 199409, -2.31, 2.82, -1.90, 0.37
824 199410, 1.34, -2.34, -1.73, 0.38
825 199411, -4.04, 0.27, -0.94, 0.37
826 199412, 0.86, 0.04, 0.55, 0.44
827 199501, 1.80, -2.65, 0.83, 0.42
828 199502, 3.63, -0.67, 1.08, 0.40
829 199503, 2.19, -0.70, -1.07, 0.46
830 199504, 2.11, -0.62, 2.26, 0.44
831 199505, 2.90, -2.20, 1.69, 0.54
832 199506, 2.72, 2.93, -2.27, 0.47
833 199507, 3.72, 2.09, -1.68, 0.45
834 199508, 0.55, 1.60, 2.71, 0.47
835 199509, 3.35, -2.10, -0.76, 0.43
836 199510, -1.52, -3.74, -0.75, 0.47
837 199511, 3.96, -1.17, 0.94, 0.42
838 199512, 1.03, 0.57, 0.86, 0.49
839 199601, 2.26, -2.62, 0.30, 0.43
840 199602, 1.33, 1.88, -1.42, 0.39
841 199603, 0.73, 1.30, 1.00, 0.39
842 199604, 2.06, 4.92, -3.90, 0.46
843 199605, 2.36, 3.04, -1.20, 0.42
844 199606, -1.14, -3.58, 1.56, 0.40
845 199607, -5.97, -3.83, 4.45, 0.45
846 199608, 2.77, 2.30, -0.46, 0.41
847 199609, 5.01, -0.88, -3.14, 0.44
848 199610, 0.86, -4.44, 5.12, 0.42
849 199611, 6.25, -3.89, 1.16, 0.41
850 199612, -1.70, 3.20, 0.90, 0.46
851 199701, 4.98, -1.84, -1.64, 0.45
852 199702, -0.49, -2.90, 5.19, 0.39
853 199703, -5.02, -0.38, 3.81, 0.43
854 199704, 4.04, -5.66, -0.07, 0.43
855 199705, 6.74, 4.89, -3.87, 0.49
856 199706, 4.10, 1.32, 1.23, 0.37
857 199707, 7.33, -2.80, 0.84, 0.43
858 199708, -4.15, 7.31, 1.38, 0.41
859 199709, 5.35, 2.61, 0.02, 0.44
860 199710, -3.80, -0.68, 1.96, 0.42
861 199711, 2.98, -4.94, 0.78, 0.39
862 199712, 1.32, -2.35, 3.46, 0.48
863 199801, 0.15, -1.15, -1.45, 0.43
864 199802, 7.04, 0.00, -0.13, 0.39
865 199803, 4.76, -0.94, 1.06, 0.39
866 199804, 0.73, 0.21, 0.74, 0.43
867 199805, -3.07, -3.75, 4.16, 0.40
868 199806, 3.18, -3.16, -2.32, 0.41
869 199807, -2.46, -5.12, -0.97, 0.40
870 199808, -16.08, -5.30, 3.41, 0.43
871 199809, 6.15, -0.12, -3.31, 0.46
872 199810, 7.13, -3.32, -2.20, 0.32
873 199811, 6.10, 1.07, -3.14, 0.31
874 199812, 6.16, -0.33, -4.46, 0.38
875 199901, 3.50, 0.39, -4.03, 0.35
876 199902, -4.08, -5.68, 1.40, 0.35
877 199903, 3.45, -3.94, -2.64, 0.43
878 199904, 4.33, 3.99, 2.51, 0.37
879 199905, -2.46, 3.42, 2.40, 0.34
880 199906, 4.77, 3.06, -3.59, 0.40
881 199907, -3.47, 2.66, -0.77, 0.38
882 199908, -1.38, -1.27, -1.31, 0.39
883 199909, -2.81, 3.33, -3.39, 0.39
884 199910, 6.13, -6.94, -2.88, 0.39
885 199911, 3.37, 7.38, -6.50, 0.36
886 199912, 7.72, 7.15, -8.67, 0.44
887 200001, -4.74, 4.95, -0.31, 0.41
888 200002, 2.45, 21.71, -9.93, 0.43
889 200003, 5.20, -16.87, 7.37, 0.47
890 200004, -6.40, -7.75, 8.60, 0.46
891 200005, -4.42, -5.11, 2.56, 0.50
892 200006, 4.64, 13.86, -9.86, 0.40
893 200007, -2.51, -2.79, 8.14, 0.48
894 200008, 7.03, -1.13, -0.68, 0.50
895 200009, -5.45, -1.39, 6.24, 0.51
896 200010, -2.76, -3.76, 5.52, 0.56
897 200011, -10.72, -2.79, 11.30, 0.51
898 200012, 1.19, 0.97, 7.33, 0.50
899 200101, 3.13, 6.57, -4.90, 0.54
900 200102, -10.05, -0.74, 12.90, 0.38
901 200103, -7.26, 0.34, 6.45, 0.42
902 200104, 7.94, 0.52, -4.69, 0.39
903 200105, 0.72, 2.60, 3.14, 0.32
904 200106, -1.94, 6.05, -1.06, 0.28
905 200107, -2.13, -4.35, 5.58, 0.30
906 200108, -6.46, 2.49, 2.50, 0.31
907 200109, -9.25, -6.13, 1.60, 0.28
908 200110, 2.46, 7.63, -8.10, 0.22
909 200111, 7.54, -0.41, 2.00, 0.17
910 200112, 1.61, 4.57, 1.10, 0.15
911 200201, -1.44, 1.19, 3.33, 0.14
912 200202, -2.29, -1.10, 2.50, 0.13
913 200203, 4.24, 4.23, 1.11, 0.13
914 200204, -5.20, 5.94, 3.93, 0.15
915 200205, -1.38, -3.21, 1.69, 0.14
916 200206, -7.21, 4.26, 0.13, 0.13
917 200207, -8.18, -5.30, -3.41, 0.15
918 200208, 0.50, -2.44, 2.49, 0.14
919 200209, -10.35, 2.57, 1.31, 0.14
920 200210, 7.84, -2.90, -5.46, 0.14
921 200211, 5.96, 2.84, -1.15, 0.12
922 200212, -5.76, 0.00, 2.25, 0.11
923 200301, -2.57, 1.39, -0.93, 0.10
924 200302, -1.88, -0.34, -1.46, 0.09
925 200303, 1.09, 0.89, -2.09, 0.10
926 200304, 8.22, 0.57, 1.03, 0.10
927 200305, 6.05, 4.70, -0.30, 0.09
928 200306, 1.42, 1.67, 0.66, 0.10
929 200307, 2.35, 5.25, -1.15, 0.07
930 200308, 2.34, 2.60, 2.03, 0.07
931 200309, -1.24, 0.79, 0.02, 0.08
932 200310, 6.08, 2.68, 1.76, 0.07
933 200311, 1.35, 2.01, 1.86, 0.07
934 200312, 4.29, -3.01, 2.42, 0.08
935 200401, 2.15, 2.80, 1.97, 0.07
936 200402, 1.40, -1.43, 0.49, 0.06
937 200403, -1.32, 1.75, 0.21, 0.09
938 200404, -1.83, -2.06, -2.62, 0.08
939 200405, 1.17, -0.21, -0.39, 0.06
940 200406, 1.86, 2.26, 1.38, 0.08
941 200407, -4.06, -3.80, 4.10, 0.10
942 200408, 0.08, -1.63, 1.03, 0.11
943 200409, 1.60, 3.03, -0.25, 0.11
944 200410, 1.43, 0.31, -0.62, 0.11
945 200411, 4.54, 3.91, 1.79, 0.15
946 200412, 3.43, 0.12, -0.06, 0.16
947 200501, -2.76, -1.51, 1.97, 0.16
948 200502, 1.89, -0.51, 1.63, 0.16
949 200503, -1.97, -1.39, 1.58, 0.21
950 200504, -2.61, -3.99, -0.34, 0.21
951 200505, 3.65, 2.89, -0.81, 0.24
952 200506, 0.57, 2.62, 2.62, 0.23
953 200507, 3.92, 2.93, -0.51, 0.24
954 200508, -1.22, -0.92, 1.27, 0.30
955 200509, 0.49, -0.58, 0.77, 0.29
956 200510, -2.02, -1.21, 0.23, 0.27
957 200511, 3.61, 0.91, -1.18, 0.31
958 200512, -0.25, -0.46, 0.44, 0.32
959 200601, 3.04, 5.42, 1.12, 0.35
960 200602, -0.30, -0.38, -0.25, 0.34
961 200603, 1.46, 3.55, 0.61, 0.37
962 200604, 0.73, -1.34, 2.59, 0.36
963 200605, -3.57, -3.04, 2.55, 0.43
964 200606, -0.35, -0.35, 0.87, 0.40
965 200607, -0.78, -4.08, 2.94, 0.40
966 200608, 2.03, 0.90, -1.72, 0.42
967 200609, 1.84, -1.37, 0.05, 0.41
968 200610, 3.23, 1.73, -0.04, 0.41
969 200611, 1.71, 0.86, 0.07, 0.42
970 200612, 0.87, -1.10, 3.16, 0.40
971 200701, 1.40, 0.10, -0.11, 0.44
972 200702, -1.96, 1.32, -0.09, 0.38
973 200703, 0.68, -0.06, -0.22, 0.43
974 200704, 3.49, -2.06, -1.15, 0.44
975 200705, 3.24, 0.03, -0.05, 0.41
976 200706, -1.96, 0.77, -1.13, 0.40
977 200707, -3.73, -2.51, -3.34, 0.40
978 200708, 0.92, -0.13, -2.24, 0.42
979 200709, 3.22, -2.29, -1.87, 0.32
980 200710, 1.80, 0.22, -2.59, 0.32
981 200711, -4.83, -2.63, -1.18, 0.34
982 200712, -0.87, 0.20, -0.52, 0.27
983 200801, -6.36, -0.89, 3.65, 0.21
984 200802, -3.09, -0.23, -0.95, 0.13
985 200803, -0.93, 0.94, -0.15, 0.17
986 200804, 4.60, -1.64, -0.96, 0.18
987 200805, 1.86, 3.22, -1.38, 0.18
988 200806, -8.44, 1.27, -2.43, 0.17
989 200807, -0.77, 2.47, 5.81, 0.15
990 200808, 1.53, 3.61, 1.56, 0.13
991 200809, -9.24, -1.13, 6.33, 0.15
992 200810, -17.23, -2.34, -2.90, 0.08
993 200811, -7.86, -2.99, -5.94, 0.03
994 200812, 1.74, 3.59, -0.24, 0.00
995 200901, -8.12, -0.01, -11.10, 0.00
996 200902, -10.10, 0.16, -7.25, 0.01
997 200903, 8.95, -0.08, 3.52, 0.02
998 200904, 10.19, 4.83, 5.46, 0.01
999 200905, 5.21, -2.33, -0.21, 0.00
1000 200906, 0.43, 2.61, -2.71, 0.01
1001 200907, 7.72, 2.07, 5.27, 0.01
1002 200908, 3.33, -0.90, 7.76, 0.01
1003 200909, 4.08, 2.45, 0.92, 0.01
1004 200910, -2.59, -4.23, -4.18, 0.00
1005 200911, 5.56, -2.49, -0.17, 0.00
1006 200912, 2.75, 6.11, 0.01, 0.01
1007 201001, -3.36, 0.38, 0.31, 0.00
1008 201002, 3.40, 1.21, 3.17, 0.00
1009 201003, 6.31, 1.43, 2.10, 0.01
1010 201004, 2.00, 4.98, 2.81, 0.01
1011 201005, -7.89, 0.05, -2.38, 0.01
1012 201006, -5.56, -1.98, -4.50, 0.01
1013 201007, 6.93, 0.17, -0.26, 0.01
1014 201008, -4.77, -3.00, -1.96, 0.01
1015 201009, 9.54, 3.92, -3.12, 0.01
1016 201010, 3.88, 1.14, -2.59, 0.01
1017 201011, 0.60, 3.71, -0.90, 0.01
1018 201012, 6.82, 0.69, 3.82, 0.01
1019 201101, 1.99, -2.46, 0.83, 0.01
1020 201102, 3.49, 1.52, 1.08, 0.01
1021 201103, 0.45, 2.60, -1.57, 0.01
1022 201104, 2.90, -0.35, -2.53, 0.00
1023 201105, -1.27, -0.71, -2.07, 0.00
1024 201106, -1.75, -0.17, -0.33, 0.00
1025 201107, -2.36, -1.30, -1.23, 0.00
1026 201108, -5.99, -3.06, -2.44, 0.01
1027 201109, -7.59, -3.49, -1.46, 0.00
1028 201110, 11.35, 3.41, -0.17, 0.00
1029 201111, -0.28, -0.17, -0.34, 0.00
1030 201112, 0.74, -0.71, 1.75, 0.00
1031 201201, 5.05, 2.15, -1.11, 0.00
1032 201202, 4.42, -1.75, 0.09, 0.00
1033 201203, 3.11, -0.60, 0.87, 0.00
1034 201204, -0.85, -0.51, -0.46, 0.00
1035 201205, -6.19, 0.02, -0.62, 0.01
1036 201206, 3.89, 0.77, 0.44, 0.00
1037 201207, 0.79, -2.59, -0.26, 0.00
1038 201208, 2.55, 0.42, 1.32, 0.01
1039 201209, 2.73, 0.51, 1.54, 0.01
1040 201210, -1.76, -1.14, 3.79, 0.01
1041 201211, 0.78, 0.58, -0.96, 0.01
1042 201212, 1.18, 1.47, 3.56, 0.01
1043 201301, 5.57, 0.39, 0.95, 0.00
1044 201302, 1.29, -0.45, 0.03, 0.00
1045 201303, 4.03, 0.78, -0.29, 0.00
1046 201304, 1.55, -2.42, 0.63, 0.00
1047 201305, 2.80, 1.67, 2.60, 0.00
1048 201306, -1.20, 1.22, -0.18, 0.00
1049 201307, 5.65, 1.86, 0.56, 0.00
1050 201308, -2.71, 0.30, -2.78, 0.00
1051 201309, 3.77, 2.93, -1.19, 0.00
1052 201310, 4.18, -1.49, 1.14, 0.00
1053 201311, 3.12, 1.24, 0.24, 0.00
1054 201312, 2.81, -0.50, -0.31, 0.00
1055 201401, -3.32, 0.86, -2.09, 0.00
1056 201402, 4.65, 0.32, -0.40, 0.00
1057 201403, 0.43, -1.89, 5.08, 0.00
1058 201404, -0.19, -4.25, 1.14, 0.00
1059 201405, 2.06, -1.85, -0.27, 0.00
1060 201406, 2.61, 3.07, -0.74, 0.00
1061 201407, -2.04, -4.24, 0.01, 0.00
1062 201408, 4.24, 0.36, -0.58, 0.00
1063 201409, -1.97, -3.83, -1.23, 0.00
1064 201410, 2.52, 4.23, -1.68, 0.00
1065 201411, 2.55, -2.09, -2.99, 0.00
1066 201412, -0.06, 2.54, 2.06, 0.00
1067 201501, -3.11, -0.56, -3.47, 0.00
1068 201502, 6.13, 0.48, -1.79, 0.00
1069 201503, -1.12, 3.02, -0.46, 0.00
1070 201504, 0.59, -2.97, 1.86, 0.00
1071 201505, 1.36, 0.87, -1.37, 0.00
1072 201506, -1.53, 2.83, -0.79, 0.00
1073 201507, 1.54, -4.14, -4.12, 0.00
1074 201508, -6.04, 0.48, 2.68, 0.00
1075 201509, -3.08, -2.64, 0.52, 0.00
1076 201510, 7.75, -1.97, -0.08, 0.00
1077 201511, 0.56, 3.64, -0.52, 0.00
1078 201512, -2.17, -2.82, -2.58, 0.01
1079 201601, -5.77, -3.36, 2.10, 0.01
1080 201602, -0.07, 0.78, -0.48, 0.02
1081 201603, 6.96, 0.87, 1.12, 0.02
1082 201604, 0.92, 0.68, 3.26, 0.01
1083 201605, 1.78, -0.26, -1.81, 0.01
1084 201606, -0.05, 0.65, -1.49, 0.02
1085 201607, 3.95, 2.65, -1.13, 0.02
1086 201608, 0.50, 1.15, 3.31, 0.02
1087 201609, 0.25, 2.02, -1.48, 0.02
1088 201610, -2.02, -4.37, 4.18, 0.02
1089 201611, 4.86, 5.49, 8.27, 0.01
1090 201612, 1.82, 0.07, 3.60, 0.03
1091 201701, 1.94, -1.02, -2.78, 0.04
1092 201702, 3.57, -2.00, -1.80, 0.04
1093 201703, 0.17, 1.19, -3.18, 0.03
1094 201704, 1.09, 0.73, -1.90, 0.05
1095 201705, 1.06, -2.55, -3.78, 0.06
1096 201706, 0.78, 2.16, 1.32, 0.06
1097 201707, 1.87, -1.40, -0.28, 0.07
1098 201708, 0.16, -1.69, -2.24, 0.09
1099 201709, 2.51, 4.54, 3.03, 0.09
1100 201710, 2.25, -1.94, -0.06, 0.09
1101 201711, 3.12, -0.66, -0.05, 0.08
1102 201712, 1.06, -1.26, 0.14, 0.09
1103 201801, 5.58, -3.03, -1.37, 0.11
1104 201802, -3.65, 0.28, -1.19, 0.11
1105 201803, -2.35, 3.93, -0.11, 0.12
1106 201804, 0.29, 1.10, 0.53, 0.14
1107 201805, 2.65, 5.24, -3.16, 0.14
1108 201806, 0.48, 1.17, -2.39, 0.14
1109 201807, 3.19, -2.15, 0.39, 0.16
1110 201808, 3.44, 1.23, -4.12, 0.16
1111 201809, 0.06, -2.37, -1.34, 0.15
1112 201810, -7.68, -4.68, 3.41, 0.19
1113 201811, 1.69, -0.74, 0.20, 0.18
1114 201812, -9.55, -2.61, -1.51, 0.19
1115
1116 Annual Factors: January-December
1117 ,Mkt-RF,SMB,HML,RF
1118 1927, 29.47, -2.46, -3.75, 3.12
1119 1928, 35.39, 4.20, -6.15, 3.56
1120 1929, -19.54, -30.80, 11.81, 4.75
1121 1930, -31.23, -5.13, -12.28, 2.41
1122 1931, -45.11, 3.53, -14.29, 1.07
1123 1932, -9.39, 4.67, 10.15, 0.96
1124 1933, 57.05, 49.07, 28.46, 0.30
1125 1934, 3.02, 25.44, -27.37, 0.16
1126 1935, 44.96, 10.05, 9.81, 0.17
1127 1936, 32.07, 17.87, 35.86, 0.18
1128 1937, -34.96, -14.00, -3.97, 0.31
1129 1938, 28.48, 9.35, -12.18, -0.02
1130 1939, 2.70, 5.85, -19.17, 0.02
1131 1940, -7.14, 0.79, -0.82, 0.00
1132 1941, -10.53, -4.04, 11.13, 0.06
1133 1942, 16.20, 5.05, 19.87, 0.27
1134 1943, 27.96, 33.35, 38.97, 0.35
1135 1944, 20.97, 17.98, 15.61, 0.33
1136 1945, 38.38, 25.56, 11.40, 0.33
1137 1946, -6.73, -3.79, 2.98, 0.35
1138 1947, 2.95, -7.08, 9.76, 0.50
1139 1948, 1.07, -9.14, 3.52, 0.81
1140 1949, 19.12, 3.93, -4.55, 1.10
1141 1950, 28.82, 0.93, 27.01, 1.20
1142 1951, 19.22, -4.93, -5.93, 1.49
1143 1952, 11.80, -6.66, 3.34, 1.66
1144 1953, -1.05, -1.16, -7.71, 1.82
1145 1954, 49.35, -2.18, 26.21, 0.86
1146 1955, 23.75, -6.71, 5.77, 1.57
1147 1956, 5.90, -1.17, -1.60, 2.46
1148 1957, -13.16, -2.72, -6.39, 3.14
1149 1958, 43.45, 14.81, 13.16, 1.54
1150 1959, 9.76, 5.43, 1.86, 2.95
1151 1960, -1.46, -2.75, -4.88, 2.66
1152 1961, 24.81, 1.40, 5.34, 2.13
1153 1962, -12.90, -8.25, 8.80, 2.73
1154 1963, 17.84, -5.88, 15.66, 3.12
1155 1964, 12.54, -0.99, 9.86, 3.54
1156 1965, 10.52, 21.80, 7.36, 3.93
1157 1966, -13.51, 2.59, -0.68, 4.76
1158 1967, 24.49, 50.69, -8.57, 4.21
1159 1968, 8.79, 24.50, 18.50, 5.21
1160 1969, -17.54, -13.98, -9.81, 6.58
1161 1970, -6.49, -11.79, 22.34, 6.52
1162 1971, 11.78, 5.62, -11.30, 4.39
1163 1972, 13.05, -11.95, 1.75, 3.84
1164 1973, -26.18, -23.44, 18.05, 6.93
1165 1974, -35.75, -0.60, 9.74, 8.00
1166 1975, 32.44, 15.28, 9.49, 5.80
1167 1976, 21.91, 14.69, 24.50, 5.08
1168 1977, -8.26, 22.93, 7.48, 5.12
1169 1978, 1.03, 14.38, 0.37, 7.18
1170 1979, 13.09, 21.69, -1.28, 10.38
1171 1980, 22.13, 5.57, -25.05, 11.24
1172 1981, -18.13, 7.23, 25.01, 14.71
1173 1982, 10.66, 8.89, 13.59, 10.54
1174 1983, 13.74, 13.67, 20.85, 8.80
1175 1984, -6.05, -8.31, 19.63, 9.85
1176 1985, 24.91, 0.38, 1.73, 7.72
1177 1986, 10.12, -9.60, 9.58, 6.16
1178 1987, -3.87, -11.00, -1.64, 5.47
1179 1988, 11.55, 5.90, 14.77, 6.35
1180 1989, 20.49, -12.72, -4.29, 8.37
1181 1990, -13.95, -14.19, -9.72, 7.81
1182 1991, 29.18, 16.13, -14.41, 5.60
1183 1992, 6.23, 7.58, 24.28, 3.51
1184 1993, 8.21, 5.80, 18.90, 2.90
1185 1994, -4.10, -1.07, -0.66, 3.90
1186 1995, 31.22, -9.10, 5.24, 5.60
1187 1996, 15.96, -3.71, 6.14, 5.21
1188 1997, 25.96, -6.77, 17.53, 5.26
1189 1998, 19.46, -26.00, -8.86, 4.86
1190 1999, 20.57, 14.87, -31.70, 4.68
1191 2000, -17.59, -1.59, 39.69, 5.89
1192 2001, -15.20, 18.08, 19.48, 3.83
1193 2002, -22.76, 4.71, 7.46, 1.65
1194 2003, 30.75, 26.17, 5.33, 1.02
1195 2004, 10.72, 4.90, 8.07, 1.20
1196 2005, 3.09, -1.96, 8.31, 2.98
1197 2006, 10.60, 0.24, 14.10, 4.80
1198 2007, 1.04, -7.19, -14.69, 4.66
1199 2008, -38.34, 3.20, 0.81, 1.60
1200 2009, 28.26, 9.23, -9.16, 0.10
1201 2010, 17.37, 13.80, -5.30, 0.12
1202 2011, 0.44, -6.01, -8.45, 0.04
1203 2012, 16.28, -1.15, 9.73, 0.06
1204 2013, 35.20, 7.27, 1.50, 0.02
1205 2014, 11.70, -8.08, -1.64, 0.02
1206 2015, 0.07, -4.05, -9.61, 0.02
1207 2016, 13.30, 6.59, 22.87, 0.20
1208 2017, 21.50, -4.78, -13.99, 0.80
1209 2018, -6.93, -3.34, -9.40, 1.81
1210
1211 Copyright 2018 Kenneth R. French