1 00:00:00,000 --> 00:00:02,330 The following content is provided under a Creative 2 00:00:02,330 --> 00:00:03,144 Commons license. 3 00:00:03,144 --> 00:00:06,255 Your support will help MIT OpenCourseWare continue to 4 00:00:06,255 --> 00:00:09,646 offer high quality educational resources for free. 5 00:00:09,646 --> 00:00:12,540 To make a donation or to view additional materials from 6 00:00:12,540 --> 00:00:16,620 hundreds of MIT courses visit MIT OpenCourseWare at 7 00:00:16,620 --> 00:00:17,870 ocw.mit.edu. 8 00:00:17,870 --> 00:00:21,570 9 00:00:21,570 --> 00:00:22,760 PROFESSOR: Today we are continuing 10 00:00:22,760 --> 00:00:24,730 with improper integrals. 11 00:00:24,730 --> 00:00:27,371 I still have a little bit more to tell you about them. 12 00:00:27,371 --> 00:00:30,080 13 00:00:30,080 --> 00:00:35,250 What we were discussing at the very end of last time was 14 00:00:35,250 --> 00:00:36,500 improper integrals. 15 00:00:36,500 --> 00:00:41,560 16 00:00:41,560 --> 00:00:44,850 Now and these are going to be improper integrals of the 17 00:00:44,850 --> 00:00:48,220 second kind. 18 00:00:48,220 --> 00:00:51,270 By second kind I mean that they have a singularity at a 19 00:00:51,270 --> 00:00:52,520 finite place. 20 00:00:52,520 --> 00:00:54,800 21 00:00:54,800 --> 00:00:57,260 That would be something like this. 22 00:00:57,260 --> 00:01:00,140 So here's the definition if you like. 23 00:01:00,140 --> 00:01:02,800 Same sort of thing as we did when the 24 00:01:02,800 --> 00:01:04,120 singularity was at infinity. 25 00:01:04,120 --> 00:01:09,440 So if you have the integral from 0 to 1 of f of x. 26 00:01:09,440 --> 00:01:12,600 This is going to be the same thing as the limit. 27 00:01:12,600 --> 00:01:15,790 As a goes to 0 from above. 28 00:01:15,790 --> 00:01:21,150 The integral from a to 1 of f of x d x. 29 00:01:21,150 --> 00:01:25,920 And the idea here is the same one that we had at infinity. 30 00:01:25,920 --> 00:01:27,320 Let me draw a picture of it. 31 00:01:27,320 --> 00:01:30,030 You have, imagine a function which is coming down like this 32 00:01:30,030 --> 00:01:32,020 and here's the point 1. 33 00:01:32,020 --> 00:01:35,630 And we don't know whether the area enclosed is going to be 34 00:01:35,630 --> 00:01:40,680 infinite or finite and so we cut it off at some place a. 35 00:01:40,680 --> 00:01:44,220 And we let a go to 0 from above. 36 00:01:44,220 --> 00:01:46,800 So really it's 0 plus. 37 00:01:46,800 --> 00:01:49,820 So we're coming in from the right here. 38 00:01:49,820 --> 00:01:52,810 And we're counting up the area in this chunk. 39 00:01:52,810 --> 00:01:56,790 And we're seeing as it expands whether it goes to infinity or 40 00:01:56,790 --> 00:01:59,290 whether it tends to some finite limit. 41 00:01:59,290 --> 00:02:02,990 Right, so this is the example and this is the definition. 42 00:02:02,990 --> 00:02:06,420 And just as we did for the other kind of improper 43 00:02:06,420 --> 00:02:08,073 integral, we say that this converges-- 44 00:02:08,073 --> 00:02:11,160 45 00:02:11,160 --> 00:02:19,980 so that's the key word here --if the limit is finite, 46 00:02:19,980 --> 00:02:26,390 exists maybe I should just say and diverges if not. 47 00:02:26,390 --> 00:02:35,650 48 00:02:35,650 --> 00:02:38,945 Let's just take care of the basic examples. 49 00:02:38,945 --> 00:02:42,110 50 00:02:42,110 --> 00:02:44,740 First of all I wrote this one down last time. 51 00:02:44,740 --> 00:02:47,390 We're going to evaluate this one. 52 00:02:47,390 --> 00:02:51,565 The integral from 0 to 1 of 1 over the square root of x. 53 00:02:51,565 --> 00:02:55,740 54 00:02:55,740 --> 00:02:57,690 And this just, you almost don't notice the fact that it 55 00:02:57,690 --> 00:02:59,920 goes to infinity. 56 00:02:59,920 --> 00:03:02,570 This goes to infinity as x goes to 0. 57 00:03:02,570 --> 00:03:04,320 But if you evaluate it -- 58 00:03:04,320 --> 00:03:06,860 first of all we always write this as a power. 59 00:03:06,860 --> 00:03:08,010 Right? 60 00:03:08,010 --> 00:03:09,870 To get the evaluation. 61 00:03:09,870 --> 00:03:13,060 And then I'm not even going to replace the 0 by an a. 62 00:03:13,060 --> 00:03:14,490 I'm just going to leave it as 0. 63 00:03:14,490 --> 00:03:18,660 The antiderivative here is x to the 1/2 times 2. 64 00:03:18,660 --> 00:03:21,540 65 00:03:21,540 --> 00:03:23,750 And then I evaluate that at 0 and 1. 66 00:03:23,750 --> 00:03:25,080 And I get 2. 67 00:03:25,080 --> 00:03:29,090 2 minus 0, which is 2. 68 00:03:29,090 --> 00:03:31,330 All right so this one is convergent. 69 00:03:31,330 --> 00:03:34,180 And not only is it convergent but we can evaluate it. 70 00:03:34,180 --> 00:03:38,310 71 00:03:38,310 --> 00:03:42,940 The second example being not systematic but really giving 72 00:03:42,940 --> 00:03:46,990 you the principal examples that we'll be thinking about. 73 00:03:46,990 --> 00:03:53,920 Is this one here d x over x And this one gives you the 74 00:03:53,920 --> 00:03:56,070 antiderivative as the logarithm. 75 00:03:56,070 --> 00:03:58,180 Evaluated at 0 and 1. 76 00:03:58,180 --> 00:04:00,910 And now again you have to have this thought process in your 77 00:04:00,910 --> 00:04:02,770 mind that you're really taking the limit. 78 00:04:02,770 --> 00:04:06,440 But this is going to be the log of 1 minus the log of 0. 79 00:04:06,440 --> 00:04:07,830 Really the log of 0 from above. 80 00:04:07,830 --> 00:04:10,970 There is no such thing as the log of 0 from below. 81 00:04:10,970 --> 00:04:12,820 And this is minus infinity. 82 00:04:12,820 --> 00:04:16,000 So it's 0 minus minus infinity, 83 00:04:16,000 --> 00:04:19,020 which is plus infinity. 84 00:04:19,020 --> 00:04:20,270 And so this one diverges. 85 00:04:20,270 --> 00:04:29,710 86 00:04:29,710 --> 00:04:32,750 All right so what's the general? 87 00:04:32,750 --> 00:04:39,070 So more or less in general, let's just, for powers anyway, 88 00:04:39,070 --> 00:04:43,097 if you work out this thing for d x over x to 89 00:04:43,097 --> 00:04:45,220 the p from 0 to 1. 90 00:04:45,220 --> 00:04:50,150 What you're going to find is that it's 1 over 1 minus p. 91 00:04:50,150 --> 00:04:53,020 When p is less than one. 92 00:04:53,020 --> 00:05:00,240 And it diverges for p bigger than or equal to 1. 93 00:05:00,240 --> 00:05:02,750 94 00:05:02,750 --> 00:05:05,310 Now that's the final result. 95 00:05:05,310 --> 00:05:06,630 If you carry out this 96 00:05:06,630 --> 00:05:10,920 integration it's not difficult. 97 00:05:10,920 --> 00:05:15,170 All right so now I just want to try to help 98 00:05:15,170 --> 00:05:17,270 you to remember this. 99 00:05:17,270 --> 00:05:20,500 And to think about how you should think about it. 100 00:05:20,500 --> 00:05:23,890 So I'm going to say it in a few more ways. 101 00:05:23,890 --> 00:05:27,890 All right just repeat what I've said already but try to 102 00:05:27,890 --> 00:05:32,020 get it to percolate and absorb itself. 103 00:05:32,020 --> 00:05:36,190 And in order to do that I have to make the contrast between 104 00:05:36,190 --> 00:05:38,070 the kind of improper integral that I was 105 00:05:38,070 --> 00:05:39,410 dealing with before. 106 00:05:39,410 --> 00:05:43,230 Which was not as x goes to 0 here but as x goes to 107 00:05:43,230 --> 00:05:45,920 infinity, the other side. 108 00:05:45,920 --> 00:05:52,470 Let's make this contrast. 109 00:05:52,470 --> 00:05:56,410 First of all, if I look at the angle that we have been paying 110 00:05:56,410 --> 00:05:57,610 attention to right now. 111 00:05:57,610 --> 00:06:00,580 We've just considered things like this. 112 00:06:00,580 --> 00:06:02,520 1 over x to the 1 half. 113 00:06:02,520 --> 00:06:06,600 Which is a lot smaller than one over x. 114 00:06:06,600 --> 00:06:10,740 Which is a lot smaller than say 1 over x squared. 115 00:06:10,740 --> 00:06:12,050 Which would be another example. 116 00:06:12,050 --> 00:06:14,560 This is as x goes to 0. 117 00:06:14,560 --> 00:06:19,990 118 00:06:19,990 --> 00:06:22,280 So this one's the smallest one. 119 00:06:22,280 --> 00:06:23,310 This one's the next smallest one. 120 00:06:23,310 --> 00:06:26,820 And this one is very large. 121 00:06:26,820 --> 00:06:30,985 On the other hand it goes the other way at infinity. 122 00:06:30,985 --> 00:06:36,670 123 00:06:36,670 --> 00:06:39,936 As x tends to infinity. 124 00:06:39,936 --> 00:06:43,140 All right so try to keep that in mind. 125 00:06:43,140 --> 00:06:47,910 And now I'm going to put a little box around 126 00:06:47,910 --> 00:06:50,100 the bad guys here. 127 00:06:50,100 --> 00:06:54,710 This one is divergent. 128 00:06:54,710 --> 00:06:57,870 And this one is divergent. 129 00:06:57,870 --> 00:06:59,950 And this one is divergent. 130 00:06:59,950 --> 00:07:01,020 And this one is divergent. 131 00:07:01,020 --> 00:07:03,510 When the cross over point is 1 over x. 132 00:07:03,510 --> 00:07:06,410 When we get smaller than that, we get to things which are 133 00:07:06,410 --> 00:07:07,390 convergent. 134 00:07:07,390 --> 00:07:10,820 When we get smaller than it on this other scale, it's 135 00:07:10,820 --> 00:07:12,680 convergent. 136 00:07:12,680 --> 00:07:13,995 All right so these guys are divergent. 137 00:07:13,995 --> 00:07:20,300 138 00:07:20,300 --> 00:07:23,430 So they associated with divergent integrals. 139 00:07:23,430 --> 00:07:26,390 The functions themselves are just tending towards-- well 140 00:07:26,390 --> 00:07:29,310 these tend to infinity, and these tend toward 0. 141 00:07:29,310 --> 00:07:33,320 So I'm not talking about the functions 142 00:07:33,320 --> 00:07:35,190 themselves but the integrals. 143 00:07:35,190 --> 00:07:40,040 Now I want to draw this again here, not small enough. 144 00:07:40,040 --> 00:07:43,810 145 00:07:43,810 --> 00:07:45,060 I want to draw this again. 146 00:07:45,060 --> 00:07:48,980 147 00:07:48,980 --> 00:07:50,800 And, so I'm just going to draw a picture of what it 148 00:07:50,800 --> 00:07:51,760 is that I have here. 149 00:07:51,760 --> 00:07:54,850 But I'm going to combine these two pictures. 150 00:07:54,850 --> 00:08:01,630 So here's the picture for example of y equals 1 over x. 151 00:08:01,630 --> 00:08:04,714 152 00:08:04,714 --> 00:08:06,700 All right. 153 00:08:06,700 --> 00:08:08,770 That's y equals 1 over x. 154 00:08:08,770 --> 00:08:10,470 And that picture is very balanced. 155 00:08:10,470 --> 00:08:12,600 It's symmetric on the two ends. 156 00:08:12,600 --> 00:08:17,660 If I cut it in half then what I get here is 2 halves. 157 00:08:17,660 --> 00:08:23,700 And this one has an infinite area. 158 00:08:23,700 --> 00:08:27,060 That corresponds to the integral from 1 to infinity, d 159 00:08:27,060 --> 00:08:30,530 x over x being infinite. 160 00:08:30,530 --> 00:08:32,940 And the other piece-- 161 00:08:32,940 --> 00:08:35,310 which this one we calculated last time. 162 00:08:35,310 --> 00:08:37,300 This is the one that we just calculated over here at 163 00:08:37,300 --> 00:08:42,719 example 2 has the same property. 164 00:08:42,719 --> 00:08:45,720 It's infinite. 165 00:08:45,720 --> 00:08:48,102 And that's the fact that the integral from 0 to 1 of dx 166 00:08:48,102 --> 00:08:52,100 over x is infinite. 167 00:08:52,100 --> 00:08:56,570 Right, so both, we lose on both ends. 168 00:08:56,570 --> 00:09:02,390 On the other hand if I take something like-- 169 00:09:02,390 --> 00:09:05,340 I'm drawing it the same way but it's really not the same 170 00:09:05,340 --> 00:09:09,540 --y equals 1 over the square root of x. y equals 1 over x 171 00:09:09,540 --> 00:09:11,010 to the 1 half. 172 00:09:11,010 --> 00:09:17,620 And if I cut that in half here then the x to the 1 half is 173 00:09:17,620 --> 00:09:19,890 actually bigger than this guy. 174 00:09:19,890 --> 00:09:21,740 So this piece is infinite. 175 00:09:21,740 --> 00:09:26,830 176 00:09:26,830 --> 00:09:29,930 And this part over here actually is going to give us 177 00:09:29,930 --> 00:09:31,310 an honest number. 178 00:09:31,310 --> 00:09:34,810 In fact this one is finite. 179 00:09:34,810 --> 00:09:36,550 And we just checked what the number is. 180 00:09:36,550 --> 00:09:38,340 It actually happens to have area 2. 181 00:09:38,340 --> 00:09:46,250 182 00:09:46,250 --> 00:09:49,570 And what's happening here is if you would superimpose this 183 00:09:49,570 --> 00:09:52,130 graph on the other graph what you would see 184 00:09:52,130 --> 00:09:54,580 is that they cross. 185 00:09:54,580 --> 00:09:58,970 And this one sits on top. 186 00:09:58,970 --> 00:10:04,660 So if I drew this one in let's have another color here 187 00:10:04,660 --> 00:10:05,840 --orange let's say. 188 00:10:05,840 --> 00:10:08,790 If this were orange if I set it on top here it 189 00:10:08,790 --> 00:10:11,130 would go this way. 190 00:10:11,130 --> 00:10:14,790 OK and underneath the orange is still infinite. 191 00:10:14,790 --> 00:10:16,070 So both of these are infinite. 192 00:10:16,070 --> 00:10:18,250 On here on the other hand underneath the orange is 193 00:10:18,250 --> 00:10:21,700 infinite but underneath where the green is finite. 194 00:10:21,700 --> 00:10:23,770 That's a smaller quantity. 195 00:10:23,770 --> 00:10:25,290 Infinity is a lot bigger than 2. 196 00:10:25,290 --> 00:10:27,826 2 is a lot less than infinity. 197 00:10:27,826 --> 00:10:30,835 All right so that's reflected in these comparisons here. 198 00:10:30,835 --> 00:10:33,610 Now if you like if I want to do these in green. 199 00:10:33,610 --> 00:10:39,900 This guy is good and this guy is good. 200 00:10:39,900 --> 00:10:43,050 Well let me just repeat that idea over here in this sort of 201 00:10:43,050 --> 00:10:47,930 reversed picture with y equals 1 over x squared. 202 00:10:47,930 --> 00:10:50,910 If I chop that in half then the good 203 00:10:50,910 --> 00:10:53,640 part is this end here. 204 00:10:53,640 --> 00:10:54,890 This is finite. 205 00:10:54,890 --> 00:10:56,990 206 00:10:56,990 --> 00:10:59,570 And the bad part is this part of here 207 00:10:59,570 --> 00:11:01,480 which is way more singular. 208 00:11:01,480 --> 00:11:02,730 And it's infinite. 209 00:11:02,730 --> 00:11:07,070 210 00:11:07,070 --> 00:11:10,750 All right so again what I've just tried to do is to give 211 00:11:10,750 --> 00:11:18,580 you some geometric sense and also some visceral sense. 212 00:11:18,580 --> 00:11:23,040 This guy it's tail as it goes out to infinity is much lower. 213 00:11:23,040 --> 00:11:25,470 It's much smaller than 1 over x. 214 00:11:25,470 --> 00:11:28,080 And these guys trapped an infinite amount of area. 215 00:11:28,080 --> 00:11:30,110 This one traps only a finite amount of area. 216 00:11:30,110 --> 00:11:36,676 217 00:11:36,676 --> 00:11:40,650 All right so now I'm just going to give one last example 218 00:11:40,650 --> 00:11:43,090 which combines these two types of pictures. 219 00:11:43,090 --> 00:11:45,480 It's really practically the same as what I've 220 00:11:45,480 --> 00:11:47,370 said before but I-- 221 00:11:47,370 --> 00:11:50,340 222 00:11:50,340 --> 00:11:53,320 oh have to erase this one too. 223 00:11:53,320 --> 00:12:01,340 224 00:12:01,340 --> 00:12:07,330 So here's another example if you're in so let's take the 225 00:12:07,330 --> 00:12:08,160 following example. 226 00:12:08,160 --> 00:12:09,840 This is somewhat related to the first one 227 00:12:09,840 --> 00:12:11,600 that I gave last time. 228 00:12:11,600 --> 00:12:15,700 If you take a function y equals 1 229 00:12:15,700 --> 00:12:18,770 over x minus 3 squared. 230 00:12:18,770 --> 00:12:21,160 And you think about it's integral. 231 00:12:21,160 --> 00:12:24,750 So let's think about the integral from 0 to infinity, d 232 00:12:24,750 --> 00:12:27,090 x over x minus 3 squared. 233 00:12:27,090 --> 00:12:30,420 And suppose you were faced with this integral. 234 00:12:30,420 --> 00:12:33,210 In order to understand what it's doing you have to pay 235 00:12:33,210 --> 00:12:36,310 attention to two places where it can go wrong. 236 00:12:36,310 --> 00:12:39,530 We're going to split into two pieces. 237 00:12:39,530 --> 00:12:44,730 I'm going say break it up into this one here up to 5, for the 238 00:12:44,730 --> 00:12:45,980 sake of argument. 239 00:12:45,980 --> 00:12:48,090 240 00:12:48,090 --> 00:12:49,715 And say from 5 to infinity. 241 00:12:49,715 --> 00:12:53,672 242 00:12:53,672 --> 00:12:54,960 All right. 243 00:12:54,960 --> 00:12:56,260 So these are the two chunks. 244 00:12:56,260 --> 00:12:58,810 Now why did I break it up into those two pieces? 245 00:12:58,810 --> 00:13:01,890 Because what's happening with this function is that it's 246 00:13:01,890 --> 00:13:05,250 going up like this at 3. 247 00:13:05,250 --> 00:13:08,470 And so if I look at the two halves here. 248 00:13:08,470 --> 00:13:10,160 I'm going to draw them again and I'm going to illustrate 249 00:13:10,160 --> 00:13:12,560 them with the colors we've chosen-- 250 00:13:12,560 --> 00:13:16,350 which are I guess red and green --what you'll discover 251 00:13:16,350 --> 00:13:28,350 is that this one here, which corresponds to this piece here 252 00:13:28,350 --> 00:13:30,540 is infinite. 253 00:13:30,540 --> 00:13:33,250 And it's infinite because there's a square in the 254 00:13:33,250 --> 00:13:34,270 denominator. 255 00:13:34,270 --> 00:13:39,560 And as x goes to 3 this is very much like if we shifted 256 00:13:39,560 --> 00:13:40,670 the 3 to 0. 257 00:13:40,670 --> 00:13:42,560 Very much like this 1 over x squared here. 258 00:13:42,560 --> 00:13:44,250 But not in this context. 259 00:13:44,250 --> 00:13:46,330 In the other context where it's going to infinity. 260 00:13:46,330 --> 00:13:49,460 261 00:13:49,460 --> 00:13:54,320 This is the same as at the picture directly above with 262 00:13:54,320 --> 00:13:57,398 the infinite part in red. 263 00:13:57,398 --> 00:13:59,650 All right. 264 00:13:59,650 --> 00:14:04,915 And this part here, this part is finite. 265 00:14:04,915 --> 00:14:06,240 All right. 266 00:14:06,240 --> 00:14:09,050 So since we have an infinite part plus a finite part the 267 00:14:09,050 --> 00:14:15,070 conclusion is that this thing, well this guy converges. 268 00:14:15,070 --> 00:14:18,850 And this one diverges. 269 00:14:18,850 --> 00:14:21,470 270 00:14:21,470 --> 00:14:23,930 But the total unfortunately diverges. 271 00:14:23,930 --> 00:14:25,760 Right because it's got 1 infinity in it. 272 00:14:25,760 --> 00:14:28,370 So this thing diverges. 273 00:14:28,370 --> 00:14:31,990 274 00:14:31,990 --> 00:14:33,480 And that's what happened last time when 275 00:14:33,480 --> 00:14:34,870 we got a crazy number. 276 00:14:34,870 --> 00:14:36,150 If you integrated this you would get 277 00:14:36,150 --> 00:14:37,480 some negative number. 278 00:14:37,480 --> 00:14:39,850 If you wrote down the formulas carelessly. 279 00:14:39,850 --> 00:14:41,320 And the reason is that the 280 00:14:41,320 --> 00:14:44,710 calculation actually is nonsense. 281 00:14:44,710 --> 00:14:48,590 So you've gotta be aware if you encounter a singularity in 282 00:14:48,590 --> 00:14:51,840 the middle not to ignore it. 283 00:14:51,840 --> 00:14:52,100 Yeah. 284 00:14:52,100 --> 00:14:52,620 Question. 285 00:14:52,620 --> 00:14:53,870 AUDIENCE: [INAUDIBLE PHRASE] 286 00:14:53,870 --> 00:14:56,430 287 00:14:56,430 --> 00:14:59,710 PROFESSOR: Why do we say that the whole thing diverges? 288 00:14:59,710 --> 00:15:02,490 The reason why we say that is the area under the whole curve 289 00:15:02,490 --> 00:15:03,690 is infinite. 290 00:15:03,690 --> 00:15:06,130 It's the sum of this piece plus this piece. 291 00:15:06,130 --> 00:15:08,886 And so the total is infinite. 292 00:15:08,886 --> 00:15:10,136 AUDIENCE: [INAUDIBLE PHRASE] 293 00:15:10,136 --> 00:15:17,370 294 00:15:17,370 --> 00:15:17,990 PROFESSOR: We're stuck. 295 00:15:17,990 --> 00:15:19,270 This is an ill defined integral. 296 00:15:19,270 --> 00:15:21,720 It's one where you're red flashing warning 297 00:15:21,720 --> 00:15:22,560 sign should be on. 298 00:15:22,560 --> 00:15:24,140 Because you're not going to get the right answer by 299 00:15:24,140 --> 00:15:24,510 computing it. 300 00:15:24,510 --> 00:15:26,860 You'll never get an answer. 301 00:15:26,860 --> 00:15:29,230 Similarly you'll never get an answer with this. 302 00:15:29,230 --> 00:15:32,730 And you will get an answer with that. 303 00:15:32,730 --> 00:15:33,980 OK? 304 00:15:33,980 --> 00:15:37,220 305 00:15:37,220 --> 00:15:39,640 Yeah another question. 306 00:15:39,640 --> 00:15:40,890 AUDIENCE: [INAUDIBLE PHRASE] 307 00:15:40,890 --> 00:15:45,760 308 00:15:45,760 --> 00:15:49,480 PROFESSOR: So the question is if you have a little glance at 309 00:15:49,480 --> 00:15:52,930 an integral, how are you going to decide where 310 00:15:52,930 --> 00:15:54,750 you should be heading? 311 00:15:54,750 --> 00:15:58,280 So I'm going to answer that orally. 312 00:15:58,280 --> 00:16:04,010 Although you know, but I'll say one little hint here. 313 00:16:04,010 --> 00:16:08,290 So you always have to check x going to infinity and x going 314 00:16:08,290 --> 00:16:10,740 to minus infinity, if they're in there. 315 00:16:10,740 --> 00:16:15,460 And you also have to check any singularity, like x going to 3 316 00:16:15,460 --> 00:16:16,780 for sure in this case. 317 00:16:16,780 --> 00:16:18,330 You have to pay attention all the places where 318 00:16:18,330 --> 00:16:19,350 the thing is infinite. 319 00:16:19,350 --> 00:16:22,330 And then you want to focus in on each one separately. 320 00:16:22,330 --> 00:16:26,920 And decide what's going on it at that particular place. 321 00:16:26,920 --> 00:16:29,590 When it's a negative power. 322 00:16:29,590 --> 00:16:36,980 So remember d x over x as x goes to 0 is bad. 323 00:16:36,980 --> 00:16:39,070 And d x over x squared is bad. 324 00:16:39,070 --> 00:16:40,490 D x over x cubed is bad. 325 00:16:40,490 --> 00:16:42,600 All of them are even worse. 326 00:16:42,600 --> 00:16:49,650 So anything of this form is bad and equals 1, 2, 3. 327 00:16:49,650 --> 00:16:51,980 These are the red box kinds. 328 00:16:51,980 --> 00:16:55,030 All right. 329 00:16:55,030 --> 00:16:58,220 That means that any of the integrals that we did in 330 00:16:58,220 --> 00:17:01,890 partial fractions which had a root, which had a factor of 331 00:17:01,890 --> 00:17:03,160 something, the denominator. 332 00:17:03,160 --> 00:17:05,480 Those are all divergent integrals if you cross the 333 00:17:05,480 --> 00:17:06,670 singularly. 334 00:17:06,670 --> 00:17:09,357 Not a single one of them makes sense across the singularity. 335 00:17:09,357 --> 00:17:10,607 Right? 336 00:17:10,607 --> 00:17:12,750 337 00:17:12,750 --> 00:17:14,850 If you have square roots and things like that then you can 338 00:17:14,850 --> 00:17:16,100 repair things like that. 339 00:17:16,100 --> 00:17:18,030 And there's some interesting examples of that. 340 00:17:18,030 --> 00:17:21,080 Such as with the arc sign function and so forth. 341 00:17:21,080 --> 00:17:25,940 Where you have an improper integral which is really OK. 342 00:17:25,940 --> 00:17:26,730 All right. 343 00:17:26,730 --> 00:17:29,880 So that's the best I can do. 344 00:17:29,880 --> 00:17:32,260 It's obviously something you get experience with. 345 00:17:32,260 --> 00:17:34,110 All right. 346 00:17:34,110 --> 00:17:38,550 Now I'm going to move on and this is more or 347 00:17:38,550 --> 00:17:42,150 less our last topic. 348 00:17:42,150 --> 00:17:43,900 Yay, but not quite. 349 00:17:43,900 --> 00:17:46,730 Well, so I should say it's our penultimate topic. 350 00:17:46,730 --> 00:17:49,430 Right because we have one more lecture. 351 00:17:49,430 --> 00:17:52,010 All right. 352 00:17:52,010 --> 00:17:54,750 So that our next topic is series. 353 00:17:54,750 --> 00:17:58,810 Now we'll do it in a sort of a concrete way today. 354 00:17:58,810 --> 00:18:01,140 And then we'll do what are known as 355 00:18:01,140 --> 00:18:02,775 power series tomorrow. 356 00:18:02,775 --> 00:18:05,400 357 00:18:05,400 --> 00:18:06,760 So let me tell you about series. 358 00:18:06,760 --> 00:18:20,490 359 00:18:20,490 --> 00:18:22,790 Remember we're talking about infinity and 360 00:18:22,790 --> 00:18:24,040 dealing with infinity. 361 00:18:24,040 --> 00:18:26,820 362 00:18:26,820 --> 00:18:28,730 So we're not just talking about any old series. 363 00:18:28,730 --> 00:18:30,130 We're talking about infinite series. 364 00:18:30,130 --> 00:18:32,650 365 00:18:32,650 --> 00:18:37,690 There is one infinite series which is probably, which is 366 00:18:37,690 --> 00:18:41,980 without question the most important and useful series. 367 00:18:41,980 --> 00:18:44,870 And that's the geometric series but I'm going to 368 00:18:44,870 --> 00:18:48,405 introduce it concretely first in a particular case. 369 00:18:48,405 --> 00:18:51,990 370 00:18:51,990 --> 00:18:54,260 If I draw a picture of this sum. 371 00:18:54,260 --> 00:18:56,480 Which in principle goes on forever. 372 00:18:56,480 --> 00:18:59,920 You can see that it goes someplace fairly easily by 373 00:18:59,920 --> 00:19:02,730 marking out what's happening on the number line. 374 00:19:02,730 --> 00:19:06,630 The first step takes us to 1 from 0. 375 00:19:06,630 --> 00:19:11,790 And then if I add this half, I get to 3 halves. 376 00:19:11,790 --> 00:19:14,130 Right, so the first step was 1 and the 377 00:19:14,130 --> 00:19:16,240 second step was a half. 378 00:19:16,240 --> 00:19:21,060 Now if I add this quarter i, which is the next piece then I 379 00:19:21,060 --> 00:19:22,400 get some place here. 380 00:19:22,400 --> 00:19:29,000 But what I want to observe is that I got, I can look at it 381 00:19:29,000 --> 00:19:31,130 from the other point of view. 382 00:19:31,130 --> 00:19:32,500 I got, when I move this quarter I got 383 00:19:32,500 --> 00:19:36,240 half way to 2 here. 384 00:19:36,240 --> 00:19:40,300 I'm putting 2 in green because I want you to think of it as 385 00:19:40,300 --> 00:19:42,950 being the good kind. 386 00:19:42,950 --> 00:19:43,970 Right. 387 00:19:43,970 --> 00:19:45,420 The kind that has a number. 388 00:19:45,420 --> 00:19:47,280 And not one of the red kinds. 389 00:19:47,280 --> 00:19:49,920 We're getting there and we're almost there. 390 00:19:49,920 --> 00:19:52,620 So the next stage we get half way again. 391 00:19:52,620 --> 00:19:54,605 That's the eighth and so forth. 392 00:19:54,605 --> 00:19:56,490 And eventually we get to 2. 393 00:19:56,490 --> 00:20:00,476 So this sum we write equals two. 394 00:20:00,476 --> 00:20:02,940 All right that's kind of a paradox because we 395 00:20:02,940 --> 00:20:04,130 never get to 2. 396 00:20:04,130 --> 00:20:08,080 This is the paradox that Zeno fussed with. 397 00:20:08,080 --> 00:20:12,960 And his conclusion, you know, with the rabbit and the hare. 398 00:20:12,960 --> 00:20:14,140 Oh no the rabbit and the tortoise. 399 00:20:14,140 --> 00:20:16,120 Sorry hare chasing-- 400 00:20:16,120 --> 00:20:18,890 anyway the rabbit chasing the tortoise. 401 00:20:18,890 --> 00:20:21,720 His conclusion-- you know, I don't know if you're aware of 402 00:20:21,720 --> 00:20:23,770 this --but he understood this paradox. 403 00:20:23,770 --> 00:20:25,740 And he said you know it doesn't look like it ever gets 404 00:20:25,740 --> 00:20:29,670 there because they're infinitely many times between 405 00:20:29,670 --> 00:20:32,330 the time-- you know that the tortoise is always behind, 406 00:20:32,330 --> 00:20:34,580 always behind, always behind, always behind. 407 00:20:34,580 --> 00:20:36,570 So therefore it's impossible that the 408 00:20:36,570 --> 00:20:38,710 tortoise catches up right. 409 00:20:38,710 --> 00:20:41,600 So do you know what his conclusion was? 410 00:20:41,600 --> 00:20:46,550 Time does not exist. That was actually literally his 411 00:20:46,550 --> 00:20:48,260 conclusion. 412 00:20:48,260 --> 00:20:49,950 Because he didn't understand the possibility of a 413 00:20:49,950 --> 00:20:51,030 continuum of time. 414 00:20:51,030 --> 00:20:53,090 Because there were infinitely many things that happened 415 00:20:53,090 --> 00:20:56,610 before the tortoise caught up. 416 00:20:56,610 --> 00:20:57,790 So that was the reasoning. 417 00:20:57,790 --> 00:21:00,430 I mean it's a long time ago but you know people didn't, he 418 00:21:00,430 --> 00:21:02,430 didn't believe in continuum. 419 00:21:02,430 --> 00:21:03,480 All right. 420 00:21:03,480 --> 00:21:06,940 So anyway that's a small point. 421 00:21:06,940 --> 00:21:19,890 Now the general case here of a geometric series is where I 422 00:21:19,890 --> 00:21:22,820 put in a number a instead of a half here. 423 00:21:22,820 --> 00:21:23,870 So what we had before. 424 00:21:23,870 --> 00:21:26,890 So that's 1 plus a plus a squared. 425 00:21:26,890 --> 00:21:28,390 Isn't quite the most general but anyway 426 00:21:28,390 --> 00:21:31,900 I'll write this down. 427 00:21:31,900 --> 00:21:34,720 And you're certainly going to want to remember that the 428 00:21:34,720 --> 00:21:39,510 formula for this in the limit is 1 over 1 minus a. 429 00:21:39,510 --> 00:21:43,470 And I remind you that this only works when the absolute 430 00:21:43,470 --> 00:21:45,810 value is strictly less than 1. 431 00:21:45,810 --> 00:21:47,970 In other words when minus 1 is strictly less than a 432 00:21:47,970 --> 00:21:51,130 is less than 1. 433 00:21:51,130 --> 00:21:53,430 And that's really the issue that we're going to want to 434 00:21:53,430 --> 00:21:54,310 worry about now. 435 00:21:54,310 --> 00:21:58,270 What we're worrying about is this notion of convergence. 436 00:21:58,270 --> 00:22:06,130 And what goes wrong when there isn't convergence, when 437 00:22:06,130 --> 00:22:07,360 there's a divergence. 438 00:22:07,360 --> 00:22:13,220 So let me illustrate the divergences before going on. 439 00:22:13,220 --> 00:22:16,090 And this is what we have to avoid if we're going to 440 00:22:16,090 --> 00:22:18,990 understand series. 441 00:22:18,990 --> 00:22:21,890 So here's an example when a is equal to 1. 442 00:22:21,890 --> 00:22:26,620 You get 1 plus 1 plus 1 plus et cetera. 443 00:22:26,620 --> 00:22:29,990 And that's equal to 1 over 1 minus 1. 444 00:22:29,990 --> 00:22:32,370 Which is 1 over 0. 445 00:22:32,370 --> 00:22:33,760 So this is not bad. 446 00:22:33,760 --> 00:22:34,965 It's almost right. 447 00:22:34,965 --> 00:22:35,360 Right? 448 00:22:35,360 --> 00:22:37,750 It's sort of infinity equals infinity. 449 00:22:37,750 --> 00:22:40,560 At the edge here we managed to get something which is sort of 450 00:22:40,560 --> 00:22:42,340 almost right. 451 00:22:42,340 --> 00:22:46,100 But you know, it's, we don't consider this to be logically 452 00:22:46,100 --> 00:22:47,540 to make complete sense. 453 00:22:47,540 --> 00:22:51,200 So it's a little dangerous. 454 00:22:51,200 --> 00:22:52,960 And so we just say that it diverges. 455 00:22:52,960 --> 00:22:54,100 And we get rid of this. 456 00:22:54,100 --> 00:22:55,990 So we're still putting it in red. 457 00:22:55,990 --> 00:22:58,540 All right. 458 00:22:58,540 --> 00:23:00,110 The bad guy here. 459 00:23:00,110 --> 00:23:01,360 So this one diverges. 460 00:23:01,360 --> 00:23:04,670 461 00:23:04,670 --> 00:23:10,710 Similarly if I take a equals minus 1, I get 1 minus 1 plus 462 00:23:10,710 --> 00:23:14,610 1 minus one plus 1 because the odd and the even powers in 463 00:23:14,610 --> 00:23:17,270 that formula alternate sign. 464 00:23:17,270 --> 00:23:19,750 And this bounces back and forth. 465 00:23:19,750 --> 00:23:21,640 It never settles down. 466 00:23:21,640 --> 00:23:23,560 It starts at 1. 467 00:23:23,560 --> 00:23:25,720 And then it gets down to 0 and then it goes back up to 1, 468 00:23:25,720 --> 00:23:28,400 down to 0, back up to 1. 469 00:23:28,400 --> 00:23:29,570 It doesn't settle down. 470 00:23:29,570 --> 00:23:30,600 It bounces back and forth. 471 00:23:30,600 --> 00:23:31,580 It oscillates. 472 00:23:31,580 --> 00:23:34,740 On the other hand if you compare the right hand side. 473 00:23:34,740 --> 00:23:35,980 What's the right hand side? 474 00:23:35,980 --> 00:23:39,730 It's 1 over 1 minus minus 1. 475 00:23:39,730 --> 00:23:41,515 which is a half. 476 00:23:41,515 --> 00:23:42,460 All right. 477 00:23:42,460 --> 00:23:45,120 So if you just paid attention to the formula. 478 00:23:45,120 --> 00:23:47,240 Which is what we were doing when we integrated without 479 00:23:47,240 --> 00:23:49,240 thinking too hard about this. 480 00:23:49,240 --> 00:23:51,320 You get a number here but in fact that's wrong. 481 00:23:51,320 --> 00:23:52,830 Actually it's kind of an interesting number. 482 00:23:52,830 --> 00:23:56,380 It's halfway between the two between 0 1. 483 00:23:56,380 --> 00:23:59,570 So again there's some sort of vague sense in which this is 484 00:23:59,570 --> 00:24:01,966 trying to be this answer. 485 00:24:01,966 --> 00:24:04,580 All right. 486 00:24:04,580 --> 00:24:06,730 It's not so bad but we're still going to put 487 00:24:06,730 --> 00:24:08,744 this in a red box. 488 00:24:08,744 --> 00:24:10,030 All right. 489 00:24:10,030 --> 00:24:12,710 because this is what we called divergence. 490 00:24:12,710 --> 00:24:16,130 So both of these cases are divergent. 491 00:24:16,130 --> 00:24:20,490 It only really works when alpha, when a is less than 1. 492 00:24:20,490 --> 00:24:25,170 I'm going to add one more case just to see that 493 00:24:25,170 --> 00:24:31,550 mathematicians are slightly curious about what goes on in 494 00:24:31,550 --> 00:24:32,020 other cases. 495 00:24:32,020 --> 00:24:35,130 So this is 1 plus 2 plus 2 squared plus 2 496 00:24:35,130 --> 00:24:37,570 to cube plus etc.. 497 00:24:37,570 --> 00:24:39,960 And that should be equal to-- 498 00:24:39,960 --> 00:24:44,750 according to this formula --1 over 1 minus 2. 499 00:24:44,750 --> 00:24:48,242 Which is negative 1. 500 00:24:48,242 --> 00:24:49,860 All right. 501 00:24:49,860 --> 00:24:53,460 Now this one it clearly wrong, right? 502 00:24:53,460 --> 00:24:55,530 This one is totally wrong. 503 00:24:55,530 --> 00:24:58,170 504 00:24:58,170 --> 00:24:59,465 It certainly diverges. 505 00:24:59,465 --> 00:25:02,370 The left hand side is obviously infinite. 506 00:25:02,370 --> 00:25:04,070 The right hand side is way off. 507 00:25:04,070 --> 00:25:05,960 It's negative 1. 508 00:25:05,960 --> 00:25:11,330 On the other hand it turns out actually that mathematicians 509 00:25:11,330 --> 00:25:13,360 have ways of making sense out of these. 510 00:25:13,360 --> 00:25:16,110 In number theory there's a strange system where this is 511 00:25:16,110 --> 00:25:18,160 actually true. 512 00:25:18,160 --> 00:25:22,070 And what happens in that system is that what you have 513 00:25:22,070 --> 00:25:27,050 to throw out is the idea that 0 is less than 1. 514 00:25:27,050 --> 00:25:29,980 There is no such thing as negative numbers. 515 00:25:29,980 --> 00:25:32,090 So this number exists. 516 00:25:32,090 --> 00:25:35,700 And it's the additive inverse of 1. 517 00:25:35,700 --> 00:25:39,780 It has this arithmetic property but the statement 518 00:25:39,780 --> 00:25:43,330 that this is, that 1 is bigger than 0 does not make sense. 519 00:25:43,330 --> 00:25:45,830 So you have your choice either this diverges or you have to 520 00:25:45,830 --> 00:25:48,630 throw out something like this. 521 00:25:48,630 --> 00:25:51,510 So that's a very curious thing in higher mathematics. 522 00:25:51,510 --> 00:25:54,070 Which if you get to number theory 523 00:25:54,070 --> 00:25:56,410 there's fun stuff there. 524 00:25:56,410 --> 00:25:58,920 All right. 525 00:25:58,920 --> 00:26:02,740 OK but for our purposes these things are all out. 526 00:26:02,740 --> 00:26:03,300 All right. 527 00:26:03,300 --> 00:26:04,010 They're gone. 528 00:26:04,010 --> 00:26:05,160 We're not considering them. 529 00:26:05,160 --> 00:26:09,550 Only a between negative 1 and 1. 530 00:26:09,550 --> 00:26:10,800 All right. 531 00:26:10,800 --> 00:26:13,910 532 00:26:13,910 --> 00:26:18,190 Now I want to do something systematic. 533 00:26:18,190 --> 00:26:21,870 And it's more or less on the lines of the powers that I'm 534 00:26:21,870 --> 00:26:23,120 erasing right now. 535 00:26:23,120 --> 00:26:26,630 536 00:26:26,630 --> 00:26:28,360 I want to tell you about series. 537 00:26:28,360 --> 00:26:30,420 Which are kind of borderline convergent. 538 00:26:30,420 --> 00:26:33,720 And then next time when we talk about powers series we'll 539 00:26:33,720 --> 00:26:36,080 come back to this very important series which is the 540 00:26:36,080 --> 00:26:37,330 most important one. 541 00:26:37,330 --> 00:26:40,680 542 00:26:40,680 --> 00:26:47,400 So now let's talk about some series general notations. 543 00:26:47,400 --> 00:26:49,970 And this will help you with the last bit. 544 00:26:49,970 --> 00:26:53,810 545 00:26:53,810 --> 00:26:57,210 This is going to be pretty much the same as what we did 546 00:26:57,210 --> 00:27:00,890 for improper integrals. 547 00:27:00,890 --> 00:27:04,430 Namely, first of all I'm going to have capital S N which is 548 00:27:04,430 --> 00:27:10,610 the sum of a n, n equals 0 to capital N. And this is what 549 00:27:10,610 --> 00:27:12,220 we're calling a partial sum. 550 00:27:12,220 --> 00:27:18,050 551 00:27:18,050 --> 00:27:24,670 And then the full limit which is capital S, if you like, and 552 00:27:24,670 --> 00:27:30,130 N equals 0 to infinity is just the limit as N goes to 553 00:27:30,130 --> 00:27:32,010 infinity of the Sn's. 554 00:27:32,010 --> 00:27:36,240 555 00:27:36,240 --> 00:27:37,750 And then we have the same kind of 556 00:27:37,750 --> 00:27:39,770 notation that we had before. 557 00:27:39,770 --> 00:27:45,250 Which is there are these two choices which is that if the 558 00:27:45,250 --> 00:27:46,500 limit exists. 559 00:27:46,500 --> 00:27:50,450 560 00:27:50,450 --> 00:27:51,830 That's the green choice. 561 00:27:51,830 --> 00:27:54,460 And we say it converges. 562 00:27:54,460 --> 00:28:00,830 So we say the series converges. 563 00:28:00,830 --> 00:28:10,900 And then the other case which is the limit does not exist. 564 00:28:10,900 --> 00:28:12,240 And we can say the series diverges. 565 00:28:12,240 --> 00:28:20,560 566 00:28:20,560 --> 00:28:22,026 Question. 567 00:28:22,026 --> 00:28:23,276 AUDIENCE: [INAUDIBLE PHRASE] 568 00:28:23,276 --> 00:28:26,480 569 00:28:26,480 --> 00:28:29,290 PROFESSOR: The question was how did I get to this? 570 00:28:29,290 --> 00:28:31,960 And I will do that next time but in fact of course you've 571 00:28:31,960 --> 00:28:33,240 seen in high school. 572 00:28:33,240 --> 00:28:34,630 Right this a-- 573 00:28:34,630 --> 00:28:35,930 Yeah. 574 00:28:35,930 --> 00:28:36,860 Yeah. 575 00:28:36,860 --> 00:28:40,000 We'll do that next time. 576 00:28:40,000 --> 00:28:42,180 The question was how did we arrive-- 577 00:28:42,180 --> 00:28:43,820 sorry I didn't tell you the question --the question was 578 00:28:43,820 --> 00:28:45,060 how do we arrive at this formula on the 579 00:28:45,060 --> 00:28:46,590 right hand side here. 580 00:28:46,590 --> 00:28:48,240 But we'll talk about that next time. 581 00:28:48,240 --> 00:28:53,060 582 00:28:53,060 --> 00:28:54,020 All right. 583 00:28:54,020 --> 00:29:00,170 So here's the basic definition and what we're going to 584 00:29:00,170 --> 00:29:02,430 recognize about series. 585 00:29:02,430 --> 00:29:07,690 And I'm going to give you a few examples and then we'll do 586 00:29:07,690 --> 00:29:08,940 something systematic. 587 00:29:08,940 --> 00:29:12,070 588 00:29:12,070 --> 00:29:13,750 So the first example-- 589 00:29:13,750 --> 00:29:16,290 well the first example is the geometric series. 590 00:29:16,290 --> 00:29:19,780 But the first example that I'm going to discuss now and in a 591 00:29:19,780 --> 00:29:23,830 little bit of detail is this sum 1 over n squared n equals 592 00:29:23,830 --> 00:29:25,080 1 to infinity. 593 00:29:25,080 --> 00:29:28,580 594 00:29:28,580 --> 00:29:34,050 It turns out that this series is very analogous-- 595 00:29:34,050 --> 00:29:38,640 and we'll develop this analogy carefully --the integral from 596 00:29:38,640 --> 00:29:41,065 1 to x d x over x squared. 597 00:29:41,065 --> 00:29:46,220 And we're going to develop this analogy in detail later 598 00:29:46,220 --> 00:29:47,920 in this lecture. 599 00:29:47,920 --> 00:29:50,610 And this one is one of the ones-- so now you have to go 600 00:29:50,610 --> 00:29:52,840 back and actually remember, this is one of the ones you 601 00:29:52,840 --> 00:29:54,510 really want to memorize. 602 00:29:54,510 --> 00:29:56,720 And you should especially pay attention to the ones with an 603 00:29:56,720 --> 00:29:58,570 infinity in them. 604 00:29:58,570 --> 00:29:59,820 This one is convergent. 605 00:29:59,820 --> 00:30:03,270 606 00:30:03,270 --> 00:30:04,520 And this series is convergent. 607 00:30:04,520 --> 00:30:11,070 Now it turns out that evaluating this is very easy. 608 00:30:11,070 --> 00:30:12,820 This is 1. 609 00:30:12,820 --> 00:30:15,310 It's easy to calculate. 610 00:30:15,310 --> 00:30:19,500 Evaluating this is very tricky. 611 00:30:19,500 --> 00:30:21,610 And Euler did it. 612 00:30:21,610 --> 00:30:26,440 And the answer is pi squared over 6. 613 00:30:26,440 --> 00:30:29,050 That's an amazing calculation. 614 00:30:29,050 --> 00:30:33,570 And it was done very early in the history of mathematics. 615 00:30:33,570 --> 00:30:36,450 If you look at another example-- 616 00:30:36,450 --> 00:30:42,300 so maybe example two here -if you look at 1 over n cubed. 617 00:30:42,300 --> 00:30:46,580 n equals-- well you can't start here at 0 by the way. 618 00:30:46,580 --> 00:30:48,930 I get to start wherever I want in these series. 619 00:30:48,930 --> 00:30:49,920 Here I start with 0. 620 00:30:49,920 --> 00:30:51,220 Here I started with 1. 621 00:30:51,220 --> 00:30:54,030 And notice the reason why I I started, it was a bad idea to 622 00:30:54,030 --> 00:30:58,130 start with 0 was that 1 over 0 is undefined. 623 00:30:58,130 --> 00:30:58,360 Right? 624 00:30:58,360 --> 00:31:00,430 So I'm just starting where it's convenient for me. 625 00:31:00,430 --> 00:31:03,800 And since I'm interested mostly in the tale behavior it 626 00:31:03,800 --> 00:31:06,150 doesn't matter to me so much where I start. 627 00:31:06,150 --> 00:31:08,890 Although if I want an exact answer I need to start exactly 628 00:31:08,890 --> 00:31:10,165 at n equals 1. 629 00:31:10,165 --> 00:31:10,890 All right. 630 00:31:10,890 --> 00:31:17,932 This one is similar to this integral here. 631 00:31:17,932 --> 00:31:18,700 All right. 632 00:31:18,700 --> 00:31:20,440 Which is convergent again. 633 00:31:20,440 --> 00:31:22,390 So there's a number that you get. 634 00:31:22,390 --> 00:31:26,840 And let's see what is it something like two thirds or 635 00:31:26,840 --> 00:31:28,470 something like that, all right, for 636 00:31:28,470 --> 00:31:30,190 this for this number. 637 00:31:30,190 --> 00:31:32,440 Or a third. 638 00:31:32,440 --> 00:31:33,110 What is it? 639 00:31:33,110 --> 00:31:33,690 No a half. 640 00:31:33,690 --> 00:31:35,000 I guess it's a half. 641 00:31:35,000 --> 00:31:37,110 This one is a half. 642 00:31:37,110 --> 00:31:39,430 You check that I'm not positive, but anyway just 643 00:31:39,430 --> 00:31:42,150 doing it in my head quickly it seems to be a half. 644 00:31:42,150 --> 00:31:44,100 Anyway it's an easy number to calculate. 645 00:31:44,100 --> 00:31:48,940 This one over here stumped mathematicians 646 00:31:48,940 --> 00:31:51,870 basically for all time. 647 00:31:51,870 --> 00:31:56,250 It doesn't have any kind of elementary form like this. 648 00:31:56,250 --> 00:31:59,910 And it was only very recently proved to be rational. 649 00:31:59,910 --> 00:32:02,110 People couldn't even couldn't even decide whether this was a 650 00:32:02,110 --> 00:32:05,260 rational number or not. 651 00:32:05,260 --> 00:32:07,050 But anyway that's been resolved it is an irrational 652 00:32:07,050 --> 00:32:09,540 number which is what people suspected. 653 00:32:09,540 --> 00:32:10,650 Yeah question. 654 00:32:10,650 --> 00:32:11,900 AUDIENCE: [INAUDIBLE PHRASE] 655 00:32:11,900 --> 00:32:14,360 656 00:32:14,360 --> 00:32:16,350 PROFESSOR: Yeah sorry. 657 00:32:16,350 --> 00:32:17,600 OK. 658 00:32:17,600 --> 00:32:19,820 659 00:32:19,820 --> 00:32:25,070 I violated a rule of mathematics-- 660 00:32:25,070 --> 00:32:26,720 you said why is this similar? 661 00:32:26,720 --> 00:32:29,140 I thought that similar was something else. 662 00:32:29,140 --> 00:32:30,380 And you're absolutely right. 663 00:32:30,380 --> 00:32:33,520 And I violated a rule of mathematics. 664 00:32:33,520 --> 00:32:36,930 Which is that I used this symbol for 665 00:32:36,930 --> 00:32:38,180 two different things. 666 00:32:38,180 --> 00:32:41,210 667 00:32:41,210 --> 00:32:42,820 I should have written this symbol here. 668 00:32:42,820 --> 00:32:43,530 All right. 669 00:32:43,530 --> 00:32:45,260 I'll create a new symbol here. 670 00:32:45,260 --> 00:32:48,920 The question of whether this converges or this converges. 671 00:32:48,920 --> 00:32:51,920 These are the the same type of question. 672 00:32:51,920 --> 00:32:53,380 And we'll see why they're the same 673 00:32:53,380 --> 00:32:55,000 question it in a few minutes. 674 00:32:55,000 --> 00:32:59,780 But in fact the wiggle I used similar I used for the 675 00:32:59,780 --> 00:33:02,360 connection between functions. 676 00:33:02,360 --> 00:33:05,240 The things that are really similar are that 1 over n 677 00:33:05,240 --> 00:33:10,230 resembles 1 over x squared. 678 00:33:10,230 --> 00:33:12,790 So I apologize I didn't-- 679 00:33:12,790 --> 00:33:14,040 AUDIENCE: [INAUDIBLE PHRASE] 680 00:33:14,040 --> 00:33:15,890 681 00:33:15,890 --> 00:33:18,140 PROFESSOR: Oh you thought that this was the 682 00:33:18,140 --> 00:33:19,290 definition of that. 683 00:33:19,290 --> 00:33:20,950 That's actually the reason why these things 684 00:33:20,950 --> 00:33:21,990 correspond so closely. 685 00:33:21,990 --> 00:33:25,560 That is that the Riemann sum is close to this. 686 00:33:25,560 --> 00:33:27,520 But that doesn't mean they're equal. 687 00:33:27,520 --> 00:33:31,950 The Riemann sum only works when the delta x goes to 0. 688 00:33:31,950 --> 00:33:33,700 The way that we're going to get a connection between these 689 00:33:33,700 --> 00:33:38,490 two, as we will just a second, is with a Riemann sum with. 690 00:33:38,490 --> 00:33:44,780 What we're going to use is a Riemann's sum with 691 00:33:44,780 --> 00:33:47,180 delta x equals 1. 692 00:33:47,180 --> 00:33:49,617 All right and then that will be the connection between. 693 00:33:49,617 --> 00:33:53,480 All right that's absolutely right. 694 00:33:53,480 --> 00:33:54,730 All right. 695 00:33:54,730 --> 00:33:57,020 696 00:33:57,020 --> 00:34:00,520 So in order to illustrate exactly this idea that you've 697 00:34:00,520 --> 00:34:01,520 just come up with. 698 00:34:01,520 --> 00:34:03,110 And in fact that we're going to use. 699 00:34:03,110 --> 00:34:06,150 We'll do the same thing but we're going to do it on the 700 00:34:06,150 --> 00:34:08,000 example sum 1 over n. 701 00:34:08,000 --> 00:34:13,380 702 00:34:13,380 --> 00:34:20,630 So here's example 3 and it's going to be sum 1 over n, n 703 00:34:20,630 --> 00:34:21,880 equals 1 to infinity. 704 00:34:21,880 --> 00:34:24,090 705 00:34:24,090 --> 00:34:28,420 And what we're now going to see is that it corresponds to 706 00:34:28,420 --> 00:34:29,670 this integral here. 707 00:34:29,670 --> 00:34:32,620 708 00:34:32,620 --> 00:34:34,850 And we're going to show therefore 709 00:34:34,850 --> 00:34:37,870 that this thing diverges. 710 00:34:37,870 --> 00:34:40,300 But we're going to do this more carefully. 711 00:34:40,300 --> 00:34:43,444 We're going to do this in some detail so that you see what it 712 00:34:43,444 --> 00:34:47,390 is, that the correspondence is between these quantities. 713 00:34:47,390 --> 00:34:49,890 And the same sort of reasoning applies 714 00:34:49,890 --> 00:34:51,275 to these other examples. 715 00:34:51,275 --> 00:34:55,820 716 00:34:55,820 --> 00:34:59,180 So here we go. 717 00:34:59,180 --> 00:35:05,600 I'm going to take the integral and draw the picture of the 718 00:35:05,600 --> 00:35:07,220 Riemann's sum. 719 00:35:07,220 --> 00:35:11,200 So here's the level one and here's the function y 720 00:35:11,200 --> 00:35:13,840 equals 1 over x. 721 00:35:13,840 --> 00:35:15,730 And I'm going to take the Riemann's sum. 722 00:35:15,730 --> 00:35:21,980 723 00:35:21,980 --> 00:35:25,200 With delta x equals 1. 724 00:35:25,200 --> 00:35:29,140 And that's going to be closely connected to the series that I 725 00:35:29,140 --> 00:35:35,510 have. But now I have to decide whether I want a lower 726 00:35:35,510 --> 00:35:37,820 Riemann's sum or an upper Riemann's sum. 727 00:35:37,820 --> 00:35:39,920 And actually I'm going to check both of them because 728 00:35:39,920 --> 00:35:41,170 both of them are illuminating. 729 00:35:41,170 --> 00:35:44,620 730 00:35:44,620 --> 00:35:47,000 First we'll do the upper Riemann's sum. 731 00:35:47,000 --> 00:35:48,700 Now that's this staircase here. 732 00:35:48,700 --> 00:35:51,780 733 00:35:51,780 --> 00:35:54,600 So we'll call this the upper Riemann's sum. 734 00:35:54,600 --> 00:35:58,130 735 00:35:58,130 --> 00:35:59,710 And let's check what it's levels are. 736 00:35:59,710 --> 00:36:01,560 This is not to scale. 737 00:36:01,560 --> 00:36:03,250 This level should be a half. 738 00:36:03,250 --> 00:36:05,610 So if this is 1 and this is 2 and that level was supposed to 739 00:36:05,610 --> 00:36:10,340 be a half and this next level should be a third. 740 00:36:10,340 --> 00:36:12,830 That's how the Riemann's sums are working out. 741 00:36:12,830 --> 00:36:17,040 742 00:36:17,040 --> 00:36:21,770 And now I have the following phenomenon. 743 00:36:21,770 --> 00:36:24,640 Let's cut it off at the nth stage. 744 00:36:24,640 --> 00:36:27,830 So that means that I'm going, the integral is from 1 745 00:36:27,830 --> 00:36:30,760 to n d x over x. 746 00:36:30,760 --> 00:36:32,780 And the Riemann's sum is something 747 00:36:32,780 --> 00:36:33,690 that's bigger than it. 748 00:36:33,690 --> 00:36:37,820 Because the areas are enclosing the area of the 749 00:36:37,820 --> 00:36:40,300 curved region. 750 00:36:40,300 --> 00:36:43,610 And that's going to be the area of the first box which is 751 00:36:43,610 --> 00:36:50,826 1, plus the area of the second box which is a half plus the 752 00:36:50,826 --> 00:36:54,150 area of the third box which is a third. 753 00:36:54,150 --> 00:36:58,940 All the way up the last one but the last one 754 00:36:58,940 --> 00:37:00,840 starts at n minus 1. 755 00:37:00,840 --> 00:37:03,450 So it has 1 over n minus 1. 756 00:37:03,450 --> 00:37:05,780 There are not n boxes here. 757 00:37:05,780 --> 00:37:07,960 They're only n minus 1 boxes. 758 00:37:07,960 --> 00:37:11,830 Because the distance between 1 and n is n minus one. 759 00:37:11,830 --> 00:37:17,330 Right so this is n minus 1 terms. 760 00:37:17,330 --> 00:37:25,140 However, if I use the notation for partial sum. 761 00:37:25,140 --> 00:37:29,920 Which is 1 plus 1 over 2 plus all the way up to 1 over n 762 00:37:29,920 --> 00:37:33,530 minus 1 plus 1 over n. 763 00:37:33,530 --> 00:37:35,750 In other words I go out to the nth one which is what I would 764 00:37:35,750 --> 00:37:37,370 ordinarily do. 765 00:37:37,370 --> 00:37:42,900 Then this sum that I have here certainly is less than Sn. 766 00:37:42,900 --> 00:37:47,850 Because there's one more term there. 767 00:37:47,850 --> 00:37:51,070 And so here I have an integral which is 768 00:37:51,070 --> 00:37:53,570 underneath this sum Sn. 769 00:37:53,570 --> 00:38:01,700 770 00:38:01,700 --> 00:38:21,000 Now this is going to allow us to prove conclusively that 771 00:38:21,000 --> 00:38:21,156 the-- so I'm just going to rewrite this-- prove 772 00:38:21,156 --> 00:38:22,350 conclusively that the sum diverges. 773 00:38:22,350 --> 00:38:23,340 Why is that? 774 00:38:23,340 --> 00:38:26,000 Because this term here we can calculate. 775 00:38:26,000 --> 00:38:29,470 This is the log x evaluated at 1 and n. 776 00:38:29,470 --> 00:38:34,850 Which is the same thing as log n minus 0. 777 00:38:34,850 --> 00:38:39,270 All right, the quantity log n minus log 1 which is 0. 778 00:38:39,270 --> 00:38:46,892 And so what we have here is that log n is less than S n. 779 00:38:46,892 --> 00:38:51,455 All right and clearly this goes to infinity right. 780 00:38:51,455 --> 00:38:57,830 As n goes to infinity this thing goes to infinity. 781 00:38:57,830 --> 00:38:58,435 So we're done. 782 00:38:58,435 --> 00:39:00,330 All right we've shown divergence. 783 00:39:00,330 --> 00:39:08,730 784 00:39:08,730 --> 00:39:16,000 Now the way I'm going to use the lower Riemann's sum is to 785 00:39:16,000 --> 00:39:21,960 recognize that we've captured the rate appropriately. 786 00:39:21,960 --> 00:39:24,560 That is not only do I have a lower bound like this but I 787 00:39:24,560 --> 00:39:27,860 have an upper bound which is very similar. 788 00:39:27,860 --> 00:39:29,170 So if I use the upper-- 789 00:39:29,170 --> 00:39:38,986 Riemann's oh sorry --the lower Riemann's sum again with delta 790 00:39:38,986 --> 00:39:40,236 x equals 1. 791 00:39:40,236 --> 00:39:43,760 792 00:39:43,760 --> 00:39:55,530 Then I have that the integral from 1 to n of d x over x is 793 00:39:55,530 --> 00:39:56,840 bigger than-- 794 00:39:56,840 --> 00:39:58,760 Well what are the terms going to be if fit sit them 795 00:39:58,760 --> 00:40:00,640 underneath? 796 00:40:00,640 --> 00:40:03,210 If I fit them underneath I'm missing the first term. 797 00:40:03,210 --> 00:40:05,600 That is the box is going to be half height. 798 00:40:05,600 --> 00:40:08,300 It's going to be this lower piece. 799 00:40:08,300 --> 00:40:10,480 So I'm missing this first term. 800 00:40:10,480 --> 00:40:17,240 So it'll be a half plus a third plus all right, it will 801 00:40:17,240 --> 00:40:18,150 keep on going. 802 00:40:18,150 --> 00:40:22,150 But now the last one instead of being 1 over n minus 1. 803 00:40:22,150 --> 00:40:23,840 It's going to be 1 over n. 804 00:40:23,840 --> 00:40:27,540 This is again a total of the n minus 1 terms. This is the 805 00:40:27,540 --> 00:40:28,790 lower Riemann's sum. 806 00:40:28,790 --> 00:40:31,190 807 00:40:31,190 --> 00:40:40,232 And now we can recognize that this is exactly equal to-- 808 00:40:40,232 --> 00:40:40,574 well so I'll put it over here-- this is exactly equal 809 00:40:40,574 --> 00:40:43,520 to S n minus 1 minus the first term. 810 00:40:43,520 --> 00:40:45,260 So we missed the first term but we got 811 00:40:45,260 --> 00:40:47,110 all the rest of them. 812 00:40:47,110 --> 00:40:52,432 So if I put this to the other side remember this is log n. 813 00:40:52,432 --> 00:40:53,770 All right. 814 00:40:53,770 --> 00:40:56,170 If I put this to the other side I have the other side of 815 00:40:56,170 --> 00:40:57,130 this bound. 816 00:40:57,130 --> 00:41:07,010 I have that S n is less than if I reverse it log n plus 1. 817 00:41:07,010 --> 00:41:09,040 And so I've trapped it on the other side. 818 00:41:09,040 --> 00:41:10,950 And here I have the lower bound. 819 00:41:10,950 --> 00:41:13,170 So I'm going to combine those together. 820 00:41:13,170 --> 00:41:18,030 So all hold I have this correspondence here. 821 00:41:18,030 --> 00:41:23,150 It is the size of a log n is trapped between the-- sorry-- 822 00:41:23,150 --> 00:41:26,150 the size of S n which is relatively hard to calculate 823 00:41:26,150 --> 00:41:30,780 and understand exactly is trapped between log n 824 00:41:30,780 --> 00:41:34,260 and log n plus 1. 825 00:41:34,260 --> 00:41:35,160 Yeah question. 826 00:41:35,160 --> 00:41:36,410 AUDIENCE: [INAUDIBLE PHRASE] 827 00:41:36,410 --> 00:41:46,280 828 00:41:46,280 --> 00:41:47,670 PROFESSOR: This step here is the step that 829 00:41:47,670 --> 00:41:49,550 you're concerned about. 830 00:41:49,550 --> 00:41:54,580 So this step is a geometric argument which is 831 00:41:54,580 --> 00:41:57,070 analogous to this step. 832 00:41:57,070 --> 00:42:01,320 All right it's the same type of argument. 833 00:42:01,320 --> 00:42:05,100 And in this case it's that the rectangle's are on top and so 834 00:42:05,100 --> 00:42:07,820 the area represented on the right hand side is less than 835 00:42:07,820 --> 00:42:09,840 the area represented on this side. 836 00:42:09,840 --> 00:42:12,130 And this is the same type of thing except that the 837 00:42:12,130 --> 00:42:14,400 rectangle's are underneath. 838 00:42:14,400 --> 00:42:18,150 So the sum of the areas of the rectangle is less than the 839 00:42:18,150 --> 00:42:19,400 area under the curve. 840 00:42:19,400 --> 00:42:23,840 841 00:42:23,840 --> 00:42:24,240 All right. 842 00:42:24,240 --> 00:42:27,380 So I've now trapped this quantity. 843 00:42:27,380 --> 00:42:34,440 And I'm now going to state the sort of general results. 844 00:42:34,440 --> 00:42:38,420 845 00:42:38,420 --> 00:42:42,230 So here's what's known as integral comparison. 846 00:42:42,230 --> 00:42:45,710 It's this double arrow correspondence in the general 847 00:42:45,710 --> 00:42:54,580 case, for a very general case. 848 00:42:54,580 --> 00:42:57,130 There are actually even more cases where it works. 849 00:42:57,130 --> 00:43:01,510 But this is a good case and convenient. 850 00:43:01,510 --> 00:43:02,845 Now this is called integral comparison. 851 00:43:02,845 --> 00:43:07,060 852 00:43:07,060 --> 00:43:11,720 And it comes with hypotheses but it follows the same 853 00:43:11,720 --> 00:43:22,440 argument that I just gave. If f of x is decreasing and it's 854 00:43:22,440 --> 00:43:38,150 positive then the sum f n, n equals 1 to infinity minus the 855 00:43:38,150 --> 00:43:44,740 integral from 1 to infinity of f of x d x is 856 00:43:44,740 --> 00:43:45,990 less than f of 1. 857 00:43:45,990 --> 00:43:50,060 858 00:43:50,060 --> 00:43:51,590 That's basically what we showed. 859 00:43:51,590 --> 00:43:54,140 We showed that the difference between s n and log 860 00:43:54,140 --> 00:43:55,930 n was at most 1. 861 00:43:55,930 --> 00:43:59,660 862 00:43:59,660 --> 00:43:59,820 All right. 863 00:43:59,820 --> 00:44:17,730 Now if both of them are, and the sum and the integral 864 00:44:17,730 --> 00:44:25,380 converge or diverge together. 865 00:44:25,380 --> 00:44:27,750 That is they either both converge or both diverge. 866 00:44:27,750 --> 00:44:30,570 This is the type of test that we like because then we can 867 00:44:30,570 --> 00:44:33,860 just convert the question of convergence over here to this 868 00:44:33,860 --> 00:44:37,770 question of convergence over on the other side. 869 00:44:37,770 --> 00:44:42,430 Now I remind you that it's incredibly hard to calculate 870 00:44:42,430 --> 00:44:44,870 these numbers. 871 00:44:44,870 --> 00:44:47,220 Whereas these numbers are easier to calculate. 872 00:44:47,220 --> 00:44:50,390 Our goal is to reduce things to simpler things. 873 00:44:50,390 --> 00:44:53,960 And in this case sums, infinite sums are much harder 874 00:44:53,960 --> 00:44:55,210 than infinite integrals. 875 00:44:55,210 --> 00:45:00,080 876 00:45:00,080 --> 00:45:03,150 All right so that's the integral comparison. 877 00:45:03,150 --> 00:45:13,030 And now I have one last bit on comparisons that I need to 878 00:45:13,030 --> 00:45:13,840 tell you about. 879 00:45:13,840 --> 00:45:16,310 And this is very much like what we did with integrals. 880 00:45:16,310 --> 00:45:18,240 Which is a so called limit comparison. 881 00:45:18,240 --> 00:45:29,200 882 00:45:29,200 --> 00:45:36,950 The limit comparison says the following if f of n is 883 00:45:36,950 --> 00:45:38,270 similar to g of n. 884 00:45:38,270 --> 00:45:46,880 You will recall that means f of n over g of n tends to 1 as 885 00:45:46,880 --> 00:45:48,130 n goes to infinity. 886 00:45:48,130 --> 00:45:51,760 887 00:45:51,760 --> 00:45:55,000 And we're in the positive case. 888 00:45:55,000 --> 00:45:57,535 So let's just say g n is positive. 889 00:45:57,535 --> 00:46:03,920 890 00:46:03,920 --> 00:46:11,350 Then-- that doesn't even, well-- then sum f n sum g n 891 00:46:11,350 --> 00:46:20,460 either both, same thing as above, either both converge or 892 00:46:20,460 --> 00:46:21,884 both diverge. 893 00:46:21,884 --> 00:46:27,488 894 00:46:27,488 --> 00:46:28,770 All right. 895 00:46:28,770 --> 00:46:31,240 This is just saying that if they behave the same way in 896 00:46:31,240 --> 00:46:36,320 the tail, which is all we really care about, then they 897 00:46:36,320 --> 00:46:40,820 have similar behavior, similar convergence properties. 898 00:46:40,820 --> 00:46:44,620 899 00:46:44,620 --> 00:46:45,870 And let me give you a couple examples. 900 00:46:45,870 --> 00:46:50,370 901 00:46:50,370 --> 00:46:55,850 So here's one example if you take the sum 1 over n squared 902 00:46:55,850 --> 00:46:57,100 plus 1 square root. 903 00:46:57,100 --> 00:47:01,890 904 00:47:01,890 --> 00:47:05,350 This is going to be replaced by something simpler. 905 00:47:05,350 --> 00:47:07,240 Which is the main term here. 906 00:47:07,240 --> 00:47:12,370 Which is 1 over square root of n squared which we recognize 907 00:47:12,370 --> 00:47:15,100 as sum 1 over n which diverges. 908 00:47:15,100 --> 00:47:17,920 909 00:47:17,920 --> 00:47:20,440 So this guy is one of the red guys. 910 00:47:20,440 --> 00:47:24,300 911 00:47:24,300 --> 00:47:26,410 On the red team. 912 00:47:26,410 --> 00:47:30,330 Now we have another example. 913 00:47:30,330 --> 00:47:33,370 914 00:47:33,370 --> 00:47:39,180 Which is let's say the square root of n, I don't know, to 915 00:47:39,180 --> 00:47:43,080 the fifth minus n squared. 916 00:47:43,080 --> 00:47:45,710 Now if you have something where it's negative in the 917 00:47:45,710 --> 00:47:48,400 denominator you kind of do have to watch out that 918 00:47:48,400 --> 00:47:49,540 denominator makes sense. 919 00:47:49,540 --> 00:47:50,570 It isn't 0. 920 00:47:50,570 --> 00:47:53,042 So we're going to be careful and start this at n equals 2. 921 00:47:53,042 --> 00:48:00,570 In which case, the first term, I don't like 1 over 0 as a 922 00:48:00,570 --> 00:48:01,720 term in my series. 923 00:48:01,720 --> 00:48:04,380 So I'm just going to be a little careful about how-- as 924 00:48:04,380 --> 00:48:05,710 I said I was kind of lazy here. 925 00:48:05,710 --> 00:48:09,930 I could have started this one at 0 for instance. 926 00:48:09,930 --> 00:48:10,810 All right. 927 00:48:10,810 --> 00:48:14,110 So here's the picture. 928 00:48:14,110 --> 00:48:18,240 Now this I just replace by it's main term which is 1 over 929 00:48:18,240 --> 00:48:20,340 n to the fifth square root. 930 00:48:20,340 --> 00:48:25,975 Which is sum 1 over n to the five halves which converges. 931 00:48:25,975 --> 00:48:28,705 932 00:48:28,705 --> 00:48:29,520 All right. 933 00:48:29,520 --> 00:48:30,800 The power is bigger than 1. 934 00:48:30,800 --> 00:48:33,960 1 is the divider for these things and it just misses. 935 00:48:33,960 --> 00:48:38,752 This one converges. 936 00:48:38,752 --> 00:48:45,620 All right so these are the typical ways in which these 937 00:48:45,620 --> 00:48:47,355 convergence processes are used. 938 00:48:47,355 --> 00:48:47,870 All right. 939 00:48:47,870 --> 00:48:49,930 So I have one more thing for you. 940 00:48:49,930 --> 00:48:52,600 Which is an advertisement for next time. 941 00:48:52,600 --> 00:48:56,360 And I have this demo here which I will grab. 942 00:48:56,360 --> 00:48:58,300 But you will see this next time. 943 00:48:58,300 --> 00:49:01,120 So here's a question for you to think about overnight but 944 00:49:01,120 --> 00:49:04,240 don't ask friends you have to think about it yourself. 945 00:49:04,240 --> 00:49:05,492 So here's the problem. 946 00:49:05,492 --> 00:49:08,180 Here are some blocks which I acquired when 947 00:49:08,180 --> 00:49:09,430 my kids left home. 948 00:49:09,430 --> 00:49:12,190 949 00:49:12,190 --> 00:49:20,550 Anyway yeah that'll happen to you too in about four years. 950 00:49:20,550 --> 00:49:26,100 So now here you are, these are blocks. 951 00:49:26,100 --> 00:49:27,930 So now here's the question that we're going to 952 00:49:27,930 --> 00:49:29,860 deal with next time. 953 00:49:29,860 --> 00:49:32,250 I'm going to build it, maybe I'll put it over here because 954 00:49:32,250 --> 00:49:34,890 I want to have some room to head this way. 955 00:49:34,890 --> 00:49:38,990 I want to stack them up so that-- 956 00:49:38,990 --> 00:49:43,430 oh didn't work --going to stack them up in 957 00:49:43,430 --> 00:49:44,430 the following way. 958 00:49:44,430 --> 00:49:48,530 I want to do it so that the top one is completely to the 959 00:49:48,530 --> 00:49:51,540 right of the bottom one. 960 00:49:51,540 --> 00:49:53,170 That's the question can I do that? 961 00:49:53,170 --> 00:49:55,840 Can I get? 962 00:49:55,840 --> 00:49:57,870 Can I build this up? 963 00:49:57,870 --> 00:50:01,980 So what's let's see here. 964 00:50:01,980 --> 00:50:03,140 I just seem to be missing-- 965 00:50:03,140 --> 00:50:05,310 but anyway what I'm going to do is I'm going to try to 966 00:50:05,310 --> 00:50:08,460 build this and we're going to see how far we can get with 967 00:50:08,460 --> 00:50:10,880 this next time. 968 00:50:10,880 --> 00:50:11,678