{ "cells": [ { "cell_type": "markdown", "id": "35b3177d-c3fc-4c9f-a6a4-e4824c0f16f4", "metadata": {}, "source": [ "# 2. Small Worlds and Large Worlds" ] }, { "cell_type": "markdown", "id": "dbd8a8ba-296a-4092-90db-dff6f28c96b7", "metadata": {}, "source": [ "## 2.1 The garden of forking data" ] }, { "cell_type": "markdown", "id": "fcc2b1c1-c716-4e0c-ba04-42d1aea49252", "metadata": {}, "source": [ "### 2.1.1 Counting possibilities" ] }, { "cell_type": "markdown", "id": "f27a37ae-d826-4273-9602-48c65f257beb", "metadata": {}, "source": [ "The author's footnote refers to [Cox's theorem](https://en.wikipedia.org/wiki/Cox%27s_theorem); other justifications are given in [Bayesian probability § Justification](https://en.wikipedia.org/wiki/Bayesian_probability#Justification).\n", "\n", "As discussed in [Cox's theorem § Interpretation and further discussion](https://en.wikipedia.org/wiki/Cox%27s_theorem#Interpretation_and_further_discussion), there's plenty of reason to doubt this justification.\n", "\n", "An arguably better justification is the [Dutch book theorems](https://en.wikipedia.org/wiki/Dutch_book_theorems); see [Dutch Book Arguments (Stanford Encyclopedia of Philosophy)](https://plato.stanford.edu/entries/dutch-book/) and [Notes on the Dutch Book Argument](https://www.stat.berkeley.edu/~freedman/dutchdef.pdf) (by David A Freedman) for some more rigorous mathematics going back to the original person to make the argument (De Finetti). This justification remains completely finite, which seems desirable, not only if you have prior commitments to finitism but based on the following research (quoting from [David A. Freedman](https://en.wikipedia.org/wiki/David_A._Freedman)):\n", "\n", "> In particular, the 1965 paper with the innocent title \"On the asymptotic behaviour of Bayes estimates in the discrete case II\" finds the rather disappointing answer that when sampling from a countably infinite population the [Bayesian procedure](https://en.wikipedia.org/wiki/Bayesian_inference \"Bayesian inference\") fails almost everywhere, i.e., one does not obtain the true distribution asymptotically. This situation is quite different from the finite case when the (discrete) random variable takes only finite many values and the Bayesian method is consistent in agreement with earlier findings of Doob (1948)." ] }, { "cell_type": "markdown", "id": "74d04ea9-05ad-45f2-a209-3da63cc78420", "metadata": {}, "source": [ "From [Bayesian inference § Alternatives to Bayesian updating](https://en.wikipedia.org/wiki/Bayesian_inference#Alternatives_to_Bayesian_updating):" ] }, { "cell_type": "markdown", "id": "148e3c0e-eaa3-4432-ab83-267e8bcf00f9", "metadata": {}, "source": [ "> [Ian Hacking](https://en.wikipedia.org/wiki/Ian_Hacking \"Ian Hacking\") noted that traditional \"[Dutch book](https://en.wikipedia.org/wiki/Dutch_book \"Dutch book\")\" arguments did not specify Bayesian updating: they left open the possibility that non-Bayesian updating rules could avoid Dutch books. Hacking wrote: \"And neither the Dutch book argument nor any other in the personalist arsenal of proofs of the probability axioms entails the dynamic assumption. Not one entails Bayesianism. So the personalist requires the dynamic assumption to be Bayesian. It is true that in consistency a personalist could abandon the Bayesian model of learning from experience. Salt could lose its savour.\"\n", ">\n", "> Indeed, there are non-Bayesian updating rules that also avoid Dutch books (as discussed in the literature on \"[probability kinematics](https://en.wikipedia.org/wiki/Probability_kinematics \"Probability kinematics\")\") following the publication of [Richard C. Jeffrey](https://en.wikipedia.org/wiki/Richard_C._Jeffrey \"Richard C. Jeffrey\")'s rule, which applies Bayes' rule to the case where the evidence itself is assigned a probability. The additional hypotheses needed to uniquely require Bayesian updating have been deemed to be substantial, complicated, and unsatisfactory." ] }, { "cell_type": "markdown", "id": "8cc3f9ec-3906-4477-867c-8ac436f94b64", "metadata": {}, "source": [ "### 2.1.3 From counts to probability" ] }, { "cell_type": "markdown", "id": "8317cee9-6e26-4a1f-840e-9eaf5c1350ab", "metadata": {}, "source": [ "The author uses the term \"plausibility\" as a synonym for probability; it's not clear why the word is being introduced." ] }, { "cell_type": "code", "execution_count": 1, "id": "0498e39a-68ff-4bed-966f-4791ff6ebe66", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
  1. 0
  2. 0.15
  3. 0.4
  4. 0.45
  5. 0
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 0\n", "\\item 0.15\n", "\\item 0.4\n", "\\item 0.45\n", "\\item 0\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 0\n", "2. 0.15\n", "3. 0.4\n", "4. 0.45\n", "5. 0\n", "\n", "\n" ], "text/plain": [ "[1] 0.00 0.15 0.40 0.45 0.00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ways <- c(0, 3, 8, 9, 0)\n", "ways / sum(ways)" ] }, { "cell_type": "markdown", "id": "68feccc4-34e2-49f1-8947-0dbb03951bed", "metadata": {}, "source": [ "The following sentence seems to accidentally italicize the word *they* (📌):" ] }, { "cell_type": "markdown", "id": "fec6a37d-5a73-4727-a10c-8e91e79fab7a", "metadata": {}, "source": [ "> These plausibilities are also *probabilities—they* are ..." ] }, { "cell_type": "markdown", "id": "4645f8e8-c0b0-42d4-8237-c0e0c5d98ad0", "metadata": {}, "source": [ "## 2.2. Building a model" ] }, { "cell_type": "markdown", "id": "7e9b39c4-7043-417b-96c1-a253fab15803", "metadata": {}, "source": [ "The three steps the author introduces in this section are almost surely coming directly from his reading of [BDA3](https://stat.columbia.edu/~gelman/book/BDA3.pdf) section **The three steps of Bayesian data analysis**." ] }, { "cell_type": "markdown", "id": "640ce52e-4dfe-4fbc-8daa-53ca9dc9d385", "metadata": {}, "source": [ "## 2.3. Components of the model" ] }, { "cell_type": "markdown", "id": "a8a7d733-5fdb-4dd1-95cb-267bcfbae1ef", "metadata": {}, "source": [ "### 2.3.2. Definitions" ] }, { "cell_type": "markdown", "id": "d23d3e5f-d0f2-4b6c-950c-2b1b6b66a1a1", "metadata": {}, "source": [ "By far the most confusing definition given here is for the likelihood. In this book, a \"likelihood\" will refer to a distribution function assigned to an observed variable. In this section, for example, the \"likelihood\" is the binomial distribution. According to the author, this is the language used in \"conventional\" statistics as well. The author often calls this the \"likelihood\" but it is a function, of course, because any probability distribution is a function.\n", "\n", "In non-Bayesian statistics and in particular on Wikipedia the definition of the likelihood function is completely different and denoted with $\\mathcal{L}$. See the author's footnote and [Likelihood function](https://en.wikipedia.org/wiki/Likelihood_function)." ] }, { "cell_type": "code", "execution_count": 2, "id": "2dd2f871-58aa-4b09-ae4c-25cb72284306", "metadata": {}, "outputs": [ { "data": { "text/html": [ "0.1640625" ], "text/latex": [ "0.1640625" ], "text/markdown": [ "0.1640625" ], "text/plain": [ "[1] 0.1640625" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dbinom(6, size = 9, prob = 0.5)" ] }, { "cell_type": "markdown", "id": "7adf0104-0e79-410d-b460-5386625879d7", "metadata": {}, "source": [ "## 2.4. Making the model go" ] }, { "cell_type": "markdown", "id": "ac690714-9cd1-4553-8ac9-946ce1ea203a", "metadata": {}, "source": [ "### 2.4.3 Grid Approximation" ] }, { "cell_type": "code", "execution_count": 3, "id": "2cd28890", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
  1. 0
  2. 0.0526315789473684
  3. 0.105263157894737
  4. 0.157894736842105
  5. 0.210526315789474
  6. 0.263157894736842
  7. 0.315789473684211
  8. 0.368421052631579
  9. 0.421052631578947
  10. 0.473684210526316
  11. 0.526315789473684
  12. 0.578947368421053
  13. 0.631578947368421
  14. 0.684210526315789
  15. 0.736842105263158
  16. 0.789473684210526
  17. 0.842105263157895
  18. 0.894736842105263
  19. 0.947368421052632
  20. 1
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 0\n", "\\item 0.0526315789473684\n", "\\item 0.105263157894737\n", "\\item 0.157894736842105\n", "\\item 0.210526315789474\n", "\\item 0.263157894736842\n", "\\item 0.315789473684211\n", "\\item 0.368421052631579\n", "\\item 0.421052631578947\n", "\\item 0.473684210526316\n", "\\item 0.526315789473684\n", "\\item 0.578947368421053\n", "\\item 0.631578947368421\n", "\\item 0.684210526315789\n", "\\item 0.736842105263158\n", "\\item 0.789473684210526\n", "\\item 0.842105263157895\n", "\\item 0.894736842105263\n", "\\item 0.947368421052632\n", "\\item 1\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 0\n", "2. 0.0526315789473684\n", "3. 0.105263157894737\n", "4. 0.157894736842105\n", "5. 0.210526315789474\n", "6. 0.263157894736842\n", "7. 0.315789473684211\n", "8. 0.368421052631579\n", "9. 0.421052631578947\n", "10. 0.473684210526316\n", "11. 0.526315789473684\n", "12. 0.578947368421053\n", "13. 0.631578947368421\n", "14. 0.684210526315789\n", "15. 0.736842105263158\n", "16. 0.789473684210526\n", "17. 0.842105263157895\n", "18. 0.894736842105263\n", "19. 0.947368421052632\n", "20. 1\n", "\n", "\n" ], "text/plain": [ " [1] 0.00000000 0.05263158 0.10526316 0.15789474 0.21052632 0.26315789\n", " [7] 0.31578947 0.36842105 0.42105263 0.47368421 0.52631579 0.57894737\n", "[13] 0.63157895 0.68421053 0.73684211 0.78947368 0.84210526 0.89473684\n", "[19] 0.94736842 1.00000000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_grid <- seq(from=0, to=1, length.out=20)\n", "p_grid" ] }, { "cell_type": "code", "execution_count": 4, "id": "1d38e72c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
  1. 1
  2. 1
  3. 1
  4. 1
  5. 1
  6. 1
  7. 1
  8. 1
  9. 1
  10. 1
  11. 1
  12. 1
  13. 1
  14. 1
  15. 1
  16. 1
  17. 1
  18. 1
  19. 1
  20. 1
\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\item 1\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. 1\n", "2. 1\n", "3. 1\n", "4. 1\n", "5. 1\n", "6. 1\n", "7. 1\n", "8. 1\n", "9. 1\n", "10. 1\n", "11. 1\n", "12. 1\n", "13. 1\n", "14. 1\n", "15. 1\n", "16. 1\n", "17. 1\n", "18. 1\n", "19. 1\n", "20. 1\n", "\n", "\n" ], "text/plain": [ " [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prior <- rep(1, 20)\n", "prior" ] }, { "cell_type": "markdown", "id": "da249323-2308-4112-b16a-a0058fae8c3c", "metadata": {}, "source": [ "Compute the likelihood at each value in a grid:" ] }, { "cell_type": "code", "execution_count": 5, "id": "08df0c73-aade-4800-a212-cf34ae8fe272", "metadata": {}, "outputs": [ { "data": { "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs\nYXRlRGVjb2RlCj4+CnN0cmVhbQp4nIVXy24dNwzdz1doaS+sSKSe2wJFgQJdtPEuyCKdxOnD\nhtu0QNC/7yH1mInGQRD45vLcQ1ISKZLyxuHfncdHdMHsT9vfmzfy79NH8+qdMx//2Vz/Uf4+\nfTAPCjjzyw/G2RzNZyj8iL8/tjdvgTjzfvPO/GSKt8mRCT7Z4rx5MiXb4FXONZtH8xo8j99q\nwxKB4122iTqLQ2MRWeeTYlxYWJRtCQp4qo0UCN9FMdgYq5BCsT7KAtiGSo2VvM0BplzV38BK\nxdYQgUQ4LI1VnE2eDVcshtVhdVa2z6UzarUBm+OMzVEBgzz8g8sx2oJTERb5YlOCVmDrShIW\ns6UKliuWfVsTMb5Dg2qwRddEMVgHb4QdUG5HRbHYQAkWsL8chJUD9BCqwtaH7jEXHEzBrrC+\nJIcuVsW6J/zPzSM7hClC03vVfDKMM8KhlWipGWJibMzkETtmZykAwBrhUynBYb3VwGVVVxwZ\nsYMrMV9b7DhWyyHAFRaZZXNYjI2ItSyRY19QRjh81q0QcgOsmiy5bCg5y66FmOXQidrGgxy6\nZgSOn0OyLrfQBEKoUjLiuTjZXOComci16IKVFYINkkJIBKfHGSICCL6kC7t2CjkDOqfwAOAD\n1kxGitd6ETt9H8AmNpEyU30VB//1hozjcSH0IAbQXVRvq1+lTt6nrOa3qdvdLbbFHQ7dxraC\nVOWsBgAHEgjv+61a5a6wD2RTLw5rmiYXcSjAKWdcNUC4KV5uxQQQX49cYdJUvcpNYR+IOCVL\nPh4WFnEowGnMuOe+UViS50CiFBOUAxsDX8XG3wcCp7i8CYrTwCpPFbjNvQg5sqkVnIkgwyMc\nZUIVDS/ITWMfyGbkArgYp4lVPlSkQqGqJFSaQrbqdieQUEAQmIofUnxBVoV9AHCL24m/w8Iq\nD41W8aQ6cag2E2td7AiKAxNqWi8EF7lr7APZ9FZLsh1GV3motCKaC1aPjpJyK7UDiVpEpfRK\n97jKTWMfyIaaWbScDBOrfKi0ulwr6nLwNkTd8USiVlmKUlvDC3LT2AcCx8hbaQHTxCpPFSn1\nVSukR42mrP1gACh8CRvMrAXwKqvCPoBNEyylcrKwyl0DXmu/k3qtdbsDITQTam1MuvVF7hr7\nQDZtClV62jS6ykMFxR/FQJqLNLis3aYDSL6QKsRgCYtcxE7fB7CZLOGf2os02PDHODVOBkcx\nOmAHkpZeRh8OuOSrSL2Ud2AzaHNSfIf6Ik4+PKLVuYDT1kIgV/ZAQMY9Z8wFSbr7RW4a+0Bw\ntFoK0snEKg8VOMa4I99nJh1AyxyWro/GeZV7XnTgyKTDwirPTAqYEiRSlNCWtAEPIDtbcZRc\ncV/yRWz0fcgbJdbB7bC3yl2hjQaymDjGsQmgOWGyk9IvpeEqN4V9IJvWniCUbmERp4JMGhiT\npCuj7kidhdeJIBeKjiequ4qNvw9EGg/6O9ZzGFjloQK3mHS/nF0m0oeHgEn1PL1MeY4jHdnm\nBHEYXeVjgpHhTKxhYGxzeEDxOiOPL5EmkPUhoDN29M3JJB3IwSI6m2nS8Su7oAs7GAdyYo2n\nysGayMFa93He2cFqbyM8nr67x8Olv67IJAwVtUiFCEguPAgwkt8/ba8e7tydw2vr/mF7c+Nu\n7yjf2Fsq8jU6788Q3b69xztLCobD48SZ+/df6oSrTvqWTuk6/uxadL6/P555mKQd11MqdQBl\nWsq1bPtK8eOFJvKJIndDHjKDMuQThWp7nwzKkM8USr3Pd0qXTxSfZJA/rAz5ROkbGIzTfs5h\nbBG802iiAUujCFTkSHPx34pi+8Tzqaw/5JuoP9TzDy0O7nbTuMkkKplyjZtXy/FqmbqBi2Xq\nLrevRHdGMOhQhZelzO147381pwnUkdR4OfqA0eSF8/hLHX961hX/qsI7/Wzff1f8UT/b939l\nuf8Z+XxWygO+bjcA8s3nqd95H5p1zdlzoCTn8WD10k884j5i9eYLV3829TP0myLPp8/340L8\nvP0PVolgUAplbmRzdHJlYW0KZW5kb2JqCjUgMCBvYmoKICAgMTQ5OQplbmRvYmoKMyAwIG9i\nago8PAogICAvRXh0R1N0YXRlIDw8CiAgICAgIC9hMCA8PCAvQ0EgMSAvY2EgMSA+PgogICA+\nPgogICAvRm9udCA8PAogICAgICAvZi0wLTAgNyAwIFIKICAgPj4KPj4KZW5kb2JqCjggMCBv\nYmoKPDwgL1R5cGUgL09ialN0bQogICAvTGVuZ3RoIDkgMCBSCiAgIC9OIDEKICAgL0ZpcnN0\nIDQKICAgL0ZpbHRlciAvRmxhdGVEZWNvZGUKPj4Kc3RyZWFtCnicM1Mw4IrmiuUCAAY4AV0K\nZW5kc3RyZWFtCmVuZG9iago5IDAgb2JqCiAgIDE2CmVuZG9iagoxMSAwIG9iago8PCAvTGVu\nZ3RoIDEyIDAgUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQogICAvTGVuZ3RoMSA5MjYwCj4+\nCnN0cmVhbQp4nN06fXwURbJdM7NfSXZnP2eHrGFnM0kAAyRkCRhEdoRkDUZlQwjuBiEbCBA8\nlcAGBRUTBCQsIFERjV/kFD/gECYQJaicwa9DhRPv/Lh3yhER73l3YDj8egdk99XMbkLE03u/\n9+6v16Snu6uqq6urqqur9wcBQkgKaSI0EebcXFP/SfTxk4TY9IRQVXNubRCu/mPZWUIctThu\nnlc//+a7al60EOJEGl3H/JuWzZtAjWpCDjsIsd5QN7emNpWsayfE3YawMXUIMG6iN+P4DzjO\nqru5YWnNSEM9js/juPamhXNqCHnvFUKEMI7rbq5ZWk830ydwfBDHQv3iufW9O6+ajN0vCaEn\nEYocJkRToFmB0uqIWzJSWg2tpQ16Dc0gyHc477DFCkVFFq/FOyrf5rF4bBaP5TAz99yj19CH\nNSvONmoKzzmZvyBz5BWIn2REzWaSSpxkqGS3atOIlvCDDGwkZNDRjkiIHkR8uYT35Q5gCmZK\nzKQsZqunwEr39b0FVkb8x9dff3MKyD9O7d3w5DP3PdC2ZRN1ILYlth4Wwxz4BdwYuz/WCqPA\nGjsTezf2QeyvcAkB8jIhcBf5BIV3Sik0IYyGwKMzCMlT11QW9BZ6HS+//sknisxA5iNJGso8\nmEyQhEuIidU7MhwsYdyC/hKT1ZoaCVl1QC4hlzSECE8UyUmRsgHitRYhR6e6iwTbCZrC0Tli\nplY3ZAJ4CziH3QQ6/PM45nsfeHJL05TmZZEHjZ3271/78IuyTe9HmgdTxxqX7Lnvzjubpzc0\nLV9k2Xbw7X1Tn3xy+6yH/K2qPvNQtrFomxRiJWOkdIvGSlF60IDNThgLEwnpLRZI1WoB5fKh\nOHleRaykapNSgUW0eAoB+w5AWYAFD71oe28dtXr/W7EWarQx9tAYM5wBX+wA+NbTL56/5l76\nNu0sW+/Jq+2qDHVo00GoH45kkoCUm2HRpqU6CUnV0mKWJd2eviRkt9MGgykSYtM2plEpmjQ0\ntXDB1N7qWTMTSstLStenMkU6e8LexCvYdDlKV9WcTlWjw855C8Ywg858+NV50KKIFTsK9zyy\nbdTuyOtf7N18z12P/vKuuzfB4WOxGMyGqXALNMc+c++IfRY7PaP6m49an3lgxVNHduEeaBLC\nPaTjHgaRLNRppTQyV+s2ptuy8VhyBqNWmz+KM2QOzRy6JMRmgk2bmUmbzZcsCZl19IglA31W\n2UTfdgYaX1W0XStm5hSOHjO2cCRgozqAVucYDPRoT99mbImNmT24r/T/+vJ4/Ik7Iqv//u6R\nv9/TsGbzn2JnG1evXd64Wnxsw9pHYNgDLbD29T9+9Gb0FTvj6lj2y4NvPLusw8lw+yhjz9Lb\nljUu6T2/cvXG5bGjGxQ/fgx9hVV9JVeyM3qKSk3TMAyt1eqBQJ/vEi8axJvnTRwF1Wk9Fk1h\nttficTwG82OvwbXPwPWtzPjPt39xjm9V+E5F3WUg30vILKnQauOddjux6bS8LY0QzqZlMgan\n4/FOT6ftdmdDyI6xIxKarwNOBxHdSh2lU9TnnTlz5gAV5g5UnbVI/SgKJKjAIWMVPSXPkWjz\nODy0okomI/b93948I7xYdPK+rU+vn3yXT86jPb0rXUt2Hvke3j0WJzuecry/q3X11pFjqe9a\nY1dWfYO+uyp2PZPBXIvRKIvMlMbyxG3R6w3EkJNtYRyUwxUIOcxprN5FZQZCFCfngC8HWnKg\nPgfcORDPge4c6MoBFH7RokWLFyfcwOfrN38igiWDmCdziMg58LSNHuIdTDm8iiNbaWUfJkh6\nckZs8dnpGqZDuxMYDZP/xIqDb+2/ffUvlvmaW++5g8rsfecV/ZOxkEb77Bhm1Dxb7czYN7Gj\nx1+rerX1w3feVGNVs3JnMNcRGxEls9ZmIyTN7mC1KWaGJQ6MAWjbAYHVq4jCJSRxOlTHs9yr\n3a5ncuvnZWVnja+/lZ6wONqZvW5eytMpBzp6D6nnfbpib1wjBU98qTTcok3FGO7k9aZASG+m\n7YEQzbXx0MJDEw/1PIR5CPCQz8MxHhQ1KeWnY7wnqZK+s51x9qtTZ+CL//rr/tWPP7Fh3YNP\nrqMGx05gJPeAhcqP9cQ+6373vU8/+vhI4n5ZpfriIbSnqNhzsMZkMvLESLKyNRbKkbCnkaQ4\nKI9qz2zwZUNLNtRngzsb4tnQnQ1d2f/KnonAhPbMGSLiARbHFCLMrhtgUO0Fe97xlJfSUzu1\nHQxT8PTthw/sX7rm4XXNrc3LFHOG5rgbU8ZsY07FQlcG66piJ2PHP3/jyPEP330b93I97iWC\nehZJPrlXmi4MG6bTOUzsSJpmHelMwagMvjyUwQnEohtWHtLpLMRnAta00ESl0iaTxZIaCGHY\nzAqECNdVAG0F0FIATQVQXwDhAggUQL4K7LNIv0kwACgRbBGeuLz+q2xgIFOspVHjmA/6bjO8\nmdGzlT2PdShBbohogiEFE+AKvN4o1AU88dTWo999Xb902S2pr4yEVYd+e+nl6Z7iq2pnaLUl\ne6vmPBJ6s3Glv9q+Y/NzHVrm8lWLp1ZZIOvl9tjIQLmu3ryg/s75a6oerwgxVH5teTCcsPVa\ndPgr0NZKXnKLVErrdIRh9AYNyziAVISAxA3QbYBjBugygGyALQZoMkC9AdwGIAY4PQDVZoAW\nA0xRUX0aWdxfkm6QDIlqmoMJAo2qWNvR0aERduw4282MO/cWnr8oyjRBlelWqRxzCw2DuZ7j\ntAa6NXBMA10akDWwRQNNGqjXgFsDrAZOD0C1aaBFA1M0EFenHFHh/cQzE+WfCOjrT11QqmiH\n5tDZ0Wo8cMdPU5dqhhM7KZGyjHZ7KssaGIZzmDR6TSCUyhogjTZIepayKuehiYOZic2mH0Yf\n6E8W1F0XKOyz0bqFFrHQO9br8DrEhMmpS0Mz/7B8VeHSgwe9vqxiPf8t9buVZ86s7K28zmdK\n5FCa2PX0eWYc4eCEFLfpWYs1xWCgWSvDO/U21ua0GFiCAhHX/TzczUMDD7U8TOVhIg+jecji\nwcoDxcM3PJzg4Xc8vMZDBw9beRhIP30APafSz09M+GjAhM0/O2EgPcg8YCDbxMOqvkA2jYdi\nNZYJPNh5YHg4zUM3Dx/w8Ab/P6If281LVUn6fuJ+yn6yfp4DaahAHy/CQ1dfiEVgHg9mFaib\nNcBFqn/kJ4sX9+H7y6IBpfpi6n8xI5m+JTLJH2RttswhhegZPgCvbTDlHGvzgol69eqCnJHP\nzbbEKrpOaEzX0P5Tv46FJzVsiF2fukb7fS5T2LvdNORPxjep9nNvPb+tQvWbDDzo4zXv4N21\nUaoz2kALFOVgHIyTS2EDoRRM3bR0IGTTsuBwO/OcU5zVzkbnRucWp451+rC7y/mq85izx6m7\nvBp7VAJHs0i6S4VrnNL02lKnNGR4qeDMd4adtOTECJCbO3MR7nyRkjUnciL1ripQcxHlLCTS\nZjwHah6XuDszADPoBR0PP3z3PWWjR4glE35P7z0/md678vZNd6et1ftvqFmp7Cnei2HhEJ4F\nO+yU4oDhW5vGmmibIY220Ha9zg52Tq+HVL2DNtloPQtpFlrnuJWDeRxM48DPwRgOsjjgOGA4\n+IaDP3PwBge7OdjKwWYO7umjLFYpMfhqOVjwHQfHOfiAg7c4eFGlW8VBg0o6kKO2j+OLKrtN\nKrsFHEzvY4cEJzj4SF0SaZ7hYC0HizmAsLpmlirUZd+oS72h8mhS1ynjIF9FozznVFSbwl7K\nhzs4qFW5j+bAxcFpdYF3OehQl1+lYn0cUGYOMHzo0R+rf+SKF7lr9Y+d++ec+oI/O734ZwHv\nrJkW70yL1VmkRL2Eg6NXe0R6iAloEZ2aU3zapnyYze/vzzLk7DsSe3/3Xl2W5fiB/SPdh2Wq\nd9uIbb35zLheD7/zanpG76Bfr6PT1XtLudd5vNet+Nq4TfLbLFrdIMzT0nQW2pWu1RLMhwMh\n4yCwM4PwYcxygRBrNqCXG7gjLuhyQZsLWlzQ5IJ6F4RdEHBBvgsuOpQXPUX4vB+9RZT8ZKyT\n8iQe04LFMWQkKHc52B/ZtGTDoCdqYs+dPnfuL3D0JbZlzcpWLXz/0juzSkfECQyGdEiDwb0H\n+OivHt/Vqp5TvPcYGu+9VLJBmq83QIohhSGpqTqaYYxpbqPPSCmfamPcyLDGRLfRqCkyShXT\nS8PGJmObsct4xKg5ZgRiTIwZYjQb841SEtltPG006CjQpTB6VkMYRyKd9TmLAM/posW5+F2c\nOJ5oMmtfWukBHZ5TxaQGoPNj96/q6IBPfh+bDL+Fr26ONWoOna+hjLG83odwD/diNPkK98CT\nsHS5w2Kx6nVW3aB0zKFpq85BGzGxNR9Jh650kNPhtPqNp0N3OvQD29KhPv3CLd2fOqA8vgHZ\nI6o/8fxX3gKq1h2qkJhLwhXjnlouP/vCpeHKxtaODh3QK26cs+u3vXnUzsULR8sP9t6tORS7\n64q7UxJ5ON2D8irv7unSqAxiMrFOLavNEq0OvHZTab1eUFPydCUlb8mC+ixwZ0E8C7qzoCsr\nmeUO8JeiZJJzIY5nmyCZlXNO7xBFRKeIb9eE9ySSP7pQTWvh3ju2FlBUh3YHrev949I1rdHo\nQ83LdtZVgR14akzV7GVw4Jxt2xhzw6VQ//kbHxz7+ODbqufQRPk1LI0w1HXYDiZmhJhII4lD\nBdTAUrgL7qfeoj4VcoR8YZyww5MZjyu/U5E2fNCHEb88ibchvqgf/9MFcI1P4RF4DJ7Af23J\nf2/hv4Og/AJm/Zm5lDpfhxKiuxM90WCr/dnV/jfFiNog6IUOfMURfMkoKRRHWBWXSgxE+e2Q\noJ6UovwCY/m3S/D/oGgO4clYrlmBWlymfn9QlNuX3EZI/KQyuvCNXf/vlUKfaDrIfrKLtP0A\n1UzuIupvuAPKq+R18iu19yjZ8DNs95Htyd4m0krW/CTdjWQl8tmK618oYYQuIw/jyp3kWXTn\nTPDiqr9IYj8hb/9zVvAZvE3uJ88h5f1kL34fxeNwB3WG3E9NJbdQH9MryN34ImsjW2AB2Yj0\nYbIVZpBZCE2UWWQuWXgR0yhpIU+T20nTBZBmRfxrYjy/ByVfi3w2kwVkEVqSPT84foaMZv5M\njLEPyKu0G2XfSV5Qp6zom6srpW+kXqSo3gdwcB+Zj7UG/gPl3EBf+TPa/D8X7QqmjtiZdxUf\niv8+1oiyf4IWegm18Z501YyqULByWsXU8sCU6669puzqyaVX+UuKJ028UvJNuGL85eOKLhs7\npnBUft7IEcOHDsnJzhIzPW7ebjGzJmNqikGv02oYmgIyXJAhXCLT2YLFXyOWiDWlI4YLJXxd\n8YjhJaI/LAs1gowNkyOWlqogsUYWwoKcg03NAHBYlpBy3kWUUoJS6qcEszCejFeWEAX5cLEo\ndEJVeRD7G4rFkCCfUvvXqn0mRx0YceDx4AxVKkVaoUT231oXLQmjjNCemjJJnDQ3ZcRw0p6S\nit1U7MlDxfp2GDoB1A41tGRcO0X0RmVZ3GlJTa0cKA+WFLs8ntCI4ZNlk1isosgklaWsnSTr\nVJbCAkV0sk5oH94VXd9pJrPDuWm1Ym3NDUGZrsG5UbokGl0jW3LlYWKxPOz2EzzufK48XCwu\nkXMVrmVT+9cpu7AkPsmzzaIQ/ZbgdsRTJ38IqUlCtNnmb4nSlalJMkwNepTi8qOuo1G/KPij\n4WhNZ7xptiiYxWh7Wlq0vgTVTQJBZNEZf2mdS/avD8nmcB2MCyW37p9aJtvKZwRlKtsv1NUg\nBP98oucyl8fSTxP4KTRBtaByUMMej6KGdZ0SmY0Duak8mBgLZLZrN5HyckMyFVYwXX0YR6WC\naerD9E8Pi2jbsopgVGayJ9eKJajxdTVy02z0rhsVw4hm2fSdyyNGrRahKC+k0goo1eTaBYKs\nyUEl4ayBE9BvlClRszowfZdoTrlwgRyLVSgSkY3Cp0QsCSf/bq3jkYGAii7NTTjCtKAsFWNH\nqklarKQ9Pw9n1ITRYAuKVWPKeWK9bBcn9ltXEatkQUVQnZKcJtsnySQ8JzlLzitRz5VQEg0X\nJ0RQeInlwX3EG+9uHy249njJaBIqVoi5SehlOSXRYO082R121eK5mycEXR5ZCqGFQ2Jwbkhx\nO9TQsG6X6hwh1VemBcsqxLLyquBlSUESCIUdk11yERsx6EqwQQeU9dl6IUi56BASmhEg+LEj\nThyPX1mXrcdqRoWrUMVxJ44XguAifdQohjxMKJlbnKRTxj9gqlHcaVJpHzetMkQ+k0pdnpAn\nUUYMpxAtJBfGGXpFqaV9KAxTiNCjf04qVUGKLnnF6YWgOFcMiXWCLAWCyt4U9ahaTipD1XnS\nVtN+MBqgLFQT8SC6b6AoU/bnugYqV75KHfcPSy9CT+5DC1G9WFYRVZiLSYYEJZ8sE8WFpcss\nLjUWKAdaxNgrmPFIqwc62i5JymGuG6cwESfXRsWK4HiVGuPJctftylpWUgZl0yaOGI6hbWK7\nCM3l7RI0V1QF92EKJzRPC+6mgJoUnhhqz0JccJ9AiKRCKQWqAJWBoAwUTlNxoFfpXfskQppU\nLKMC1PGcTiAqTN8HAzKnk0rAzImFctSFJMxn53QyCYzUR80gTJ+ANakwtbQTRWVSikbSSwYp\njTJSrnZQQLsR8hJm8AYge9LACK52nDVVBXdCU7tBciUompBCSkjYXHlh6cqq4J40gtPULy40\nUSnoLnwdGhuvlRKhVnGUO0N10XBIOWyEQ9PgH8ggTkAziRNQEG2anCLOnSinihMVuE+B+xJw\nrQLXoYsCBzi9CW0fkEHxgBlBDx5JIf1tV9R8SrFUCINK1PzFCPVFQg1qPXr0Gn01O/5b4k7k\ncQelfzyitEfvGMmde6b3gZQbdR8TJcmj1BnK24DoJsSuI5NSOs49c/b2lBuT8AtlED4XDjMR\nEqCKyMvYzseah7UOawjrY1inYl1FbSfN2E5X+livh9+QtVijOM/NYJqELcGaoflNvFfBIyyK\n7b3KnORa12A9ogpF4DGkRseiTuBjFl85DPaZT5EN5p9adEMttrqluJWH0ZLDsb6Cj4xifJbd\nmajGACEsVnMW1i/xyfGw8n8PVNaDYCqZRm7AdxCFb5I87BFqK8WgH8GVHjS6jwAUkUqYkGwn\ngoS5txuuxNaN7eXEC+MQfhm2iCcS6JTfrdXvFmCk7dDVC7t6gfRCypRzIJyDbwND3Wf8Q91/\n91/qPu3PdVf3NPZQbM+UnuqejT27ejSpX5wY7P78uN/NHgfpuJ9zf9btd7/Xfay7p5uWur1j\n/N1+3v3Vqbj7FHxZebL0b5V/LSCVf/nyy8r/LCWVfyZx99ErjlUeA7ryT1fQlZ/ScTf7oftD\nSv1I7/Au/3uvwf6u8e4DgRz3K78e6o7vg0BnfWdTJ90Z75LindYCv3uvb++UvQv3Nu7dsnfX\nXh3/ItTvbtst76bZ3dDyAsgvAPsC6Nk9vj09e+gmuUWmZLlLPiLTebt8u6i25+Xnqa7njzxP\n5e3w7aC2/Aq6th/ZTk3ZtnEblbdt4bZXt8W3MY89muUOPAoLN8Orm2GzP8P94Canm93k3tS4\naeOm+CZN/n3SfVTTfVC/sWkj1bIRujYe2UhNWV+9fuF6+h5/3L1lNaxaOcrdEPG5I7iRhbeM\nd9/iL3SnA185yMtX6rx0pRa3HkZcNdYb/KPcM6pK3VXY2gqslRpUD1NAV95EQxo9nr6Gvom+\nk9b0lMel2nJKKi+8zC+VZw/1vxeAyX7BXYqcr8K6yw/H/D1+qskPXIGj0gJspbmArcTsthII\nuN2sj61mG1mGZfPYKexCdiN7jI2zOh/Celh6IYEpRPk5UQOd0NI+rSI3t6xTF8dMSReYIUOz\nnF2hfKXyKlnbLJPKqhnBdoB7Q6s3bCATM8rkgoqgHM4Ilcm12JGUThN2zBntHJkYijREGpbk\nKgUSHdKQmxuJKD1QRrkJnNqD3AiikQwn4aBhCYnkRhogEmkgkQaER2AW9iMREkF4BHAK1khu\nkn8/J1xgFjLCT0NiiUgE50WQTyS5HD+L/Deqd3O/CmVuZHN0cmVhbQplbmRvYmoKMTIgMCBv\nYmoKICAgNjAxNgplbmRvYmoKMTMgMCBvYmoKPDwgL0xlbmd0aCAxNCAwIFIKICAgL0ZpbHRl\nciAvRmxhdGVEZWNvZGUKPj4Kc3RyZWFtCnicXZLNboMwDMfveQofu0MFZG3SSghp6i4c9qGx\nPQAkhiGNEAV64O0Xx1Un7QD+xbH/cexkl/q5duMK2XuYTYMr9KOzAZf5GgxCh8PoRCHBjma9\nrdLfTK0XWUxutmXFqXb9LMoSso+4uaxhg92TnTt8EACQvQWLYXQD7L4uDbuaq/c/OKFbIRdV\nBRb7KPfS+td2QshS8r62cX9ct31M+4v43DyCTOuCSzKzxcW3BkPrBhRlnldQ9n0l0Nl/e/LA\nKV1vvtsgykcKzfNoRCkxcTTRL9kviQ/MB2LFrIhPzCfigrkgPjIfI2vW16SvWVOTpuoTRxOZ\n/Sr5WUeRjjozn4kNsyEdrkdTPZpjNMVIPkvSWYrrVFSn1hyjyc+1KapNdcwdMd9F0V0U60dD\nDbx1ilpJM7/PyFxDiONJDyPNhSYyOry/HT97ykrfLyYCpc8KZW5kc3RyZWFtCmVuZG9iagox\nNCAwIG9iagogICAzMzQKZW5kb2JqCjE1IDAgb2JqCjw8IC9UeXBlIC9Gb250RGVzY3JpcHRv\ncgogICAvRm9udE5hbWUgL0NCQ0xNRCtMaWJlcmF0aW9uU2FucwogICAvRm9udEZhbWlseSAo\nTGliZXJhdGlvbiBTYW5zKQogICAvRmxhZ3MgMzIKICAgL0ZvbnRCQm94IFsgLTU0MyAtMzAz\nIDEzMDEgOTc5IF0KICAgL0l0YWxpY0FuZ2xlIDAKICAgL0FzY2VudCA5MDUKICAgL0Rlc2Nl\nbnQgLTIxMQogICAvQ2FwSGVpZ2h0IDk3OQogICAvU3RlbVYgODAKICAgL1N0ZW1IIDgwCiAg\nIC9Gb250RmlsZTIgMTEgMCBSCj4+CmVuZG9iago3IDAgb2JqCjw8IC9UeXBlIC9Gb250CiAg\nIC9TdWJ0eXBlIC9UcnVlVHlwZQogICAvQmFzZUZvbnQgL0NCQ0xNRCtMaWJlcmF0aW9uU2Fu\ncwogICAvRmlyc3RDaGFyIDMyCiAgIC9MYXN0Q2hhciAxMjEKICAgL0ZvbnREZXNjcmlwdG9y\nIDE1IDAgUgogICAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZwogICAvV2lkdGhzIFsgMjc3\nLjgzMjAzMSAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDI3Ny44MzIwMzEgMCA1NTYuMTUy\nMzQ0IDU1Ni4xNTIzNDQgNTU2LjE1MjM0NCAwIDU1Ni4xNTIzNDQgNTU2LjE1MjM0NCA1NTYu\nMTUyMzQ0IDAgNTU2LjE1MjM0NCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAg\nMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDU1Ni4xNTIz\nNDQgNTU2LjE1MjM0NCAwIDU1Ni4xNTIzNDQgNTU2LjE1MjM0NCAyNzcuODMyMDMxIDAgNTU2\nLjE1MjM0NCAyMjIuMTY3OTY5IDAgNTAwIDIyMi4xNjc5NjkgMCAwIDU1Ni4xNTIzNDQgNTU2\nLjE1MjM0NCAwIDMzMy4wMDc4MTIgMCAyNzcuODMyMDMxIDAgMCA3MjIuMTY3OTY5IDAgNTAw\nIF0KICAgIC9Ub1VuaWNvZGUgMTMgMCBSCj4+CmVuZG9iagoxMCAwIG9iago8PCAvVHlwZSAv\nT2JqU3RtCiAgIC9MZW5ndGggMTggMCBSCiAgIC9OIDQKICAgL0ZpcnN0IDIzCiAgIC9GaWx0\nZXIgL0ZsYXRlRGVjb2RlCj4+CnN0cmVhbQp4nFWRT2uEMBDF736KuRT0okn80+0ie1iFpZSC\nuD219BDi4AaKkSSW7rdvEtctJeQwP97Me5NQIBGtoCQRA1pUEX2EvHqK6hqyt+uMkHV8RBMB\nQPYiBwMfwIBAD58BNWqZLNDocAgdnVbDIlBDLLjUCmhKdymD+GLtbPZZFuio+XyRwqRKj0my\njtHIrVRTyy1C3O4ZYQVlrKK7vCzy92Sb/5cIHpyrb+24Rh/BhwrgFQfJj+rHJSXulKQId8s7\nWSc3UNz1J62WGeraF75ePQLd0NlRzSczey9x3fAzWL3gVjVO1eK3FNifjh66zJ73aNSiBRrI\n755n1yjsGt24D/i3XsMt/1LjbTv3+LflnOgXm6xuIwplbmRzdHJlYW0KZW5kb2JqCjE4IDAg\nb2JqCiAgIDI3NQplbmRvYmoKMTkgMCBvYmoKPDwgL1R5cGUgL1hSZWYKICAgL0xlbmd0aCA3\nOAogICAvRmlsdGVyIC9GbGF0ZURlY29kZQogICAvU2l6ZSAyMAogICAvVyBbMSAyIDJdCiAg\nIC9Sb290IDE3IDAgUgogICAvSW5mbyAxNiAwIFIKPj4Kc3RyZWFtCnicY2Bg+P+fiYGLgQFE\nMDGy+TEwMDLwAwk2c5AYB5ClJAzi7gYS7LZAQiUbxAoCEvJGIMILSCg8BxH/IKYwgghmRtXP\nQDE1oMkAzSIJNgplbmRzdHJlYW0KZW5kb2JqCnN0YXJ0eHJlZgo5NzM4CiUlRU9GCg==", "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM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\nUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAf/Z", "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAAAAAAAAAAAAAAA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\nAAAAAAAAAAAAAM3+D2A2Qp2VpZwjAAAAAElFTkSuQmCC", "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "plot without title" ] }, "metadata": { "application/pdf": { "height": 420, "width": 420 }, "image/jpeg": { "height": 420, "width": 420 }, "image/png": { "height": 420, "width": 420 }, "image/svg+xml": { "height": 420, "isolated": true, "width": 420 } }, "output_type": "display_data" } ], "source": [ "likelihood <- dbinom(6, size=9, prob=p_grid)\n", "plot(p_grid, likelihood, type=\"b\", xlab=\"probability of water\", ylab=\"likelihood\")" ] }, { "cell_type": "markdown", "id": "1c7b7a32-1893-4656-bc5b-f6d95fae5854", "metadata": {}, "source": [ "Compute the product of the likelihood and prior:" ] }, { "cell_type": "code", "execution_count": 6, "id": "9981ccdd-4ed0-49a1-83d4-0bc9354b5978", "metadata": {}, "outputs": [ { "data": { "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nCmVuZG9iagpzdGFydHhyZWYKMTAwOTUKJSVFT0YK", "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM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\n2Q==", "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAAAAAAAAAAAAAAA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\nAAAAANDs/8TwcwPRr7TCAAAAAElFTkSuQmCC", "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "plot without title" ] }, "metadata": { "application/pdf": { "height": 420, "width": 420 }, "image/jpeg": { "height": 420, "width": 420 }, "image/png": { "height": 420, "width": 420 }, "image/svg+xml": { "height": 420, "isolated": true, "width": 420 } }, "output_type": "display_data" } ], "source": [ "unstd.posterior <- likelihood * prior\n", "plot(p_grid, unstd.posterior, type=\"b\", xlab=\"probability of water\", ylab=\"unstandardized posterior\")" ] }, { "cell_type": "markdown", "id": "a0a40a68-2601-458c-a0d3-2b7a9d73e094", "metadata": {}, "source": [ "Standardize the posterior, so it sums to 1:" ] }, { "cell_type": "code", "execution_count": 7, "id": "4a99e053-9095-487a-a847-23f0e1425eb1", "metadata": {}, "outputs": [ { "data": { "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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", "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM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\nAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA//2Q==", "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAAAAAAAAAAAAAAA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\nAAAAAAAAAAAAAAAAAAAAAABQ7P8OJYJSbgPBHgAAAABJRU5ErkJggg==", "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "plot without title" ] }, "metadata": { "application/pdf": { "height": 420, "width": 420 }, "image/jpeg": { "height": 420, "width": 420 }, "image/png": { "height": 420, "width": 420 }, "image/svg+xml": { "height": 420, "isolated": true, "width": 420 } }, "output_type": "display_data" } ], "source": [ "posterior <- unstd.posterior / sum(unstd.posterior)\n", "plot(p_grid, posterior, type=\"b\", xlab=\"probability of water\", ylab=\"posterior probability\")\n", "mtext( \"20 points\" )" ] }, { "cell_type": "markdown", "id": "6b13c554-d37f-485b-a052-9aca8ae5b1f9", "metadata": {}, "source": [ "### 2.4.4 Quadratic Approximation" ] }, { "cell_type": "code", "execution_count": 8, "id": "28108196", "metadata": {}, "outputs": [], "source": [ "suppressPackageStartupMessages(library(rethinking))" ] }, { "cell_type": "code", "execution_count": 9, "id": "f6d9971b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A precis: 1 × 4
meansd5.5%94.5%
<dbl><dbl><dbl><dbl>
p0.66666640.15713380.41553620.9177967
\n" ], "text/latex": [ "A precis: 1 × 4\n", "\\begin{tabular}{r|llll}\n", " & mean & sd & 5.5\\% & 94.5\\%\\\\\n", " & & & & \\\\\n", "\\hline\n", "\tp & 0.6666664 & 0.1571338 & 0.4155362 & 0.9177967\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A precis: 1 × 4\n", "\n", "| | mean <dbl> | sd <dbl> | 5.5% <dbl> | 94.5% <dbl> |\n", "|---|---|---|---|---|\n", "| p | 0.6666664 | 0.1571338 | 0.4155362 | 0.9177967 |\n", "\n" ], "text/plain": [ " mean sd 5.5% 94.5% \n", "p 0.6666664 0.1571338 0.4155362 0.9177967" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "globe.qa <- quap(\n", " alist(\n", " W ~ dbinom(W+L, p), # binomial likelihood\n", " p ~ dunif(0, 1) # uniform prior\n", " ),\n", " data=list(W=6,L=3) )\n", "precis(globe.qa)" ] }, { "cell_type": "code", "execution_count": 10, "id": "509c8a50", "metadata": {}, "outputs": [ { "data": { "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nT0YK", "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM\nDAsKCwsNDhIQDQ4RDgsLEBYQERMUFRUVDA8XGBYUGBIUFRT/2wBDAQMEBAUEBQkFBQkUDQsN\nFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBT/wAAR\nCANIA0gDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAA\nAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkK\nFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWG\nh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl\n5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREA\nAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYk\nNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOE\nhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk\n5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD9U6KKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooA+bvDHh7xd8YPiL8Wnk+LHjHwtY+H/FC\n6NYaboCaYtukA02xnyfPspXLF7iTJ3Yxjjiur/4Z98S/9F7+Jv8A5RP/AJWVF+zx/wAjz8ff\n+x9/9w2lV7XQB4z/AMM++Jf+i9/E3/yif/Kyj/hn3xL/ANF7+Jv/AJRP/lZXs1FAHjP/AAz7\n4l/6L38Tf/KJ/wDKyj/hn3xL/wBF7+Jv/lE/+VlezUUAeM/8M++Jf+i9/E3/AMon/wArKP8A\nhn3xL/0Xv4m/+UT/AOVlezUUAeM/8M++Jf8AovfxN/8AKJ/8rKP+GffEv/Re/ib/AOUT/wCV\nlezUUAeM/wDDPviX/ovfxN/8on/yso/4Z98S/wDRe/ib/wCUT/5WV7NRQB4z/wAM++Jf+i9/\nE3/yif8Ayso/4Z98S/8ARe/ib/5RP/lZXs1FAHjP/DPviX/ovfxN/wDKJ/8AKyj/AIZ98S/9\nF7+Jv/lE/wDlZXs1FAHjP/DPviX/AKL38Tf/ACif/Kyj/hn3xL/0Xv4m/wDlE/8AlZXs1FAH\njP8Awz74l/6L38Tf/KJ/8rKP+GffEv8A0Xv4m/8AlE/+VlezUUAeM/8ADPviX/ovfxN/8on/\nAMrKP+GffEv/AEXv4m/+UT/5WV7NRQB4z/wz74l/6L38Tf8Ayif/ACso/wCGffEv/Re/ib/5\nRP8A5WV7NRQB4z/wz74l/wCi9/E3/wAon/yso/4Z98S/9F7+Jv8A5RP/AJWV7NRQB4z/AMM+\n+Jf+i9/E3/yif/Kyj/hn3xL/ANF7+Jv/AJRP/lZXs1FAHjP/AAz74l/6L38Tf/KJ/wDKyj/h\nn3xL/wBF7+Jv/lE/+VlezUUAeM/8M++Jf+i9/E3/AMon/wArKP8Ahn3xL/0Xv4m/+UT/AOVl\nezUUAeM/8M++Jf8AovfxN/8AKJ/8rKP+GffEv/Re/ib/AOUT/wCVlezUUAeM/wDDPviX/ovf\nxN/8on/yso/4Z98S/wDRe/ib/wCUT/5WV7NRQB4z/wAM++Jf+i9/E3/yif8Ayso/4Z98S/8A\nRe/ib/5RP/lZXs1FAHjP/DPviX/ovfxN/wDKJ/8AKyj/AIZ98S/9F7+Jv/lE/wDlZXs1FAHj\nP/DPviX/AKL38Tf/ACif/Kyj/hn3xL/0Xv4m/wDlE/8AlZXs1FAHjP8Awz74l/6L38Tf/KJ/\n8rKP+GffEv8A0Xv4m/8AlE/+VlezUUAeM/8ADPviX/ovfxN/8on/AMrKP+GffEv/AEXv4m/+\nUT/5WV7NRQB4z/wz74l/6L38Tf8Ayif/ACso/wCGffEv/Re/ib/5RP8A5WV7NRQB4z/wz74l\n/wCi9/E3/wAon/yso/4Z98S/9F7+Jv8A5RP/AJWV7NRQB4z/AMM++Jf+i9/E3/yif/Kyj/hn\n3xL/ANF7+Jv/AJRP/lZXs1FAHjP/AAz74l/6L38Tf/KJ/wDKyj/hn3xL/wBF7+Jv/lE/+Vle\nzUUAeM/8M++Jf+i9/E3/AMon/wArKP8Ahn3xL/0Xv4m/+UT/AOVlezUUAeM/8M++Jf8Aovfx\nN/8AKJ/8rKP+GffEv/Re/ib/AOUT/wCVlezUUAeM/wDDPviX/ovfxN/8on/yso/4Z98S/wDR\ne/ib/wCUT/5WV7NRQB4z/wAM++Jf+i9/E3/yif8Ayso/4Z98S/8ARe/ib/5RP/lZXs1FAHjP\n/DPviX/ovfxN/wDKJ/8AKyj/AIZ98S/9F7+Jv/lE/wDlZXs1FAHjP/DPviX/AKL38Tf/ACif\n/Kyj/hn3xL/0Xv4m/wDlE/8AlZXs1FAHjP8Awz74l/6L38Tf/KJ/8rKP+GffEv8A0Xv4m/8A\nlE/+VlezUUAeM/8ADPviX/ovfxN/8on/AMrKP+GffEv/AEXv4m/+UT/5WV7NRQB4z/wz74l/\n6L38Tf8Ayif/ACso/wCGffEv/Re/ib/5RP8A5WV7NRQB4z/wz74l/wCi9/E3/wAon/yso/4Z\n98S/9F7+Jv8A5RP/AJWV7NRQB4z/AMM++Jf+i9/E3/yif/Kyj/hn3xL/ANF7+Jv/AJRP/lZX\ns1FAHjP/AAz74l/6L38Tf/KJ/wDKyj/hn3xL/wBF7+Jv/lE/+VlezUUAeM/8M++Jf+i9/E3/\nAMon/wArKP8Ahn3xL/0Xv4m/+UT/AOVlezUUAeM/8M++Jf8AovfxN/8AKJ/8rKP+GffEv/Re\n/ib/AOUT/wCVlezUUAeM/wDDPviX/ovfxN/8on/yso/4Z98S/wDRe/ib/wCUT/5WV7NRQB4z\n/wAM++Jf+i9/E3/yif8Ayso/4Z98S/8ARe/ib/5RP/lZXs1FAHzd4n8PeLvg/wDEX4SvH8WP\nGPimx8QeKG0a/wBN19NMa3eA6bfT5HkWUThg9vHg7sYzxzX0jXin7Q//ACPPwC/7H3/3DarX\ntdABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHin7PH/I8/H3/ALH3/wBw\n2lV7XXin7PH/ACPPx9/7H3/3DaVXtdABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUU\nUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAB\nRRRQAUUUUAFFFFABRRRQAUUUUAFFUdb1zTvDWkXmq6vf22maZZxNNc3l5KsUMMYGSzuxAUD1\nNeI2nxC+JPx4Z5vhxHaeBfArYEHjDxDYPPfakv8Az0sbFigSLptmnPzZyImXBIB75RXiMX7K\nOi36b/Efjr4j+Jrx/mnmn8ZX9lHI3ciCzkhhQeyIBTJf2ePEXg5Gl+G3xU8TaBtBMekeJZj4\ng01vRT9pJuUGf7k68dqAPcaK8e8CfHm4/wCEotPA/wASdGHgjx3PlbMCUy6Xre0ZZ7C5IG44\nG4wSBZVB+6wG4+w0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABR\nRRQAUUUUAFFFFAHin7Q//I8/AL/sff8A3DarXtdeKftD/wDI8/AL/sff/cNqte10AFFFFABR\nRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAeKfs8f8jz8ff+x9/wDcNpVe114p+zx/\nyPPx9/7H3/3DaVXtdABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQA\nUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFF\nFABRRRQAVR1zXNP8M6Nfatq17Bp2mWML3F1d3MgSKGNQSzsx4AABJNXq+e/EX/GTXxSm8LRj\nzvhb4LvkfXZesWuavGQ8dh6NBbnbJN2aTy48fI4oAZ4Y8NXf7UWvWPjbxjp0tt8NLGQT+FvC\nl/EVOpOPu6pfRN1z1ghYfKD5jDeyhPobpS0UAFFFFAHL/En4baF8WPCN34c8Q2zT2M5WSOWF\nzHPazId0c8Mg5jlRgGVxyCK4D4SfEPxD4f8AFr/Cz4jTLc+K7e2e60bxCqCOHxJYoQrShRwl\nzHuQTRDj5g6/I2F9nrzv44fCuT4o+FIV0u9XRvF+jXK6p4d1rbk2V8gIUsB96J1LRyJ/FHIw\n64IAPRKK4L4K/FNPix4MGoXFi2jeILC4fTNc0WRtz6dfxYE0JP8AEvIdG6Ojow+9Xe0AFFFF\nABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAeKftD/8AI8/A\nL/sff/cNqte114p+0P8A8jz8Av8Asff/AHDarXtdABRRRQAUUUUAFFFFABRRRQAUUUUAFFFF\nABRVDXtZt/Dmhajq12HNrYW0l1KIxltiKWbA7nANeS+N/wBqrwz4R+E3grxtaaTrXiKXxtHa\nnw54e0u1D6jfvcQ+cibN21dseWdi2FAPJ4BAPaaK8T+Df7TUfxK8Z3ngrxH4J8Q/DbxrBZf2\nlFpHiCOMreWgcI0tvNGxSQKzKGHBG4dece2UAFFFFAHin7PH/I8/H3/sff8A3DaVXtdeKfs8\nf8jz8ff+x9/9w2lV7XQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUU\nAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABR\nRRQAUUUyaaO2hkmmkWKKNS7yOQFVQMkknoBQB5V+0L4/1bw7oWl+FPCMqr4/8Y3DaVorsu4W\nY27rm/cf3LeLL+7+Wn8Yrs/hv8PtH+FfgbRvCmgwtDpmlwCGMyHdJK3V5ZG/ikdizsx5LMSe\nteW/s+2snxR8S658a9SRjHraHTPCkMi4+y6HG+UlAPRruQGcn+55A/hr3egAooooAKKKKACi\niigDwb4if8WR+N2kfESIeV4T8Xtb+HfFWPuW91nZpt+3YDc32V2PaWAniOveaw/HHgzSfiL4\nO1nwxrtsLzR9XtJLO6hPBKOpBIPZhnIPUEAjpXAfs1+MdW1rwXfeGPFF0bvxn4Lvn8P6vPIM\nPdmNVa3u8ek9u8Muem53H8NAHrdFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUU\nUAFFFFABRRRQAUUUUAeKftD/API8/AL/ALH3/wBw2q17XXin7Q//ACPPwC/7H3/3DarXtdAB\nRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGH450WfxJ4K8QaRatGt1f6fcWsTSkhA7xsqliASBk\njPBr4+8A/CL9oHRNY/Z+0/WvCPg3+zPho8Ni2sadrssrzWRsTYzsYZIV+fy2Egw33kxgg19u\n14l4O/bT+C/j7x+PBmh+OrS716Sd7W3VreeK3u5lOGjguHQRTNnsjnPbNACv8P8Axf4s/att\nPGesWVhpfgzwho1zpuhSQ3Pm3eqT3otnuJZFAAijj8jy1QkkkFuhwPbK8s8USaHp/wC0T4H+\n2eKvE1prup6RqEVh4btrtho93HAY2mnnhC4My+fGFYkcdBxXqdABRWH408Jw+N/Dd1o0+o6r\npMVwUJu9Fv5LK6Tawb5JoyGXOMHB5BI715f/AMMq6V/0UP4o/wDhcah/8coAX9nj/kefj7/2\nPv8A7htKr2uvnD9jbQh4Y1H46aSmoalqkdn8QZ4lu9XvHu7qQDTNOx5krks5AwMk9AB2r6Po\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK8P/aSv7nxpL4f+\nDukTyQ3/AI0aQ6vcW7EPZaHDtN7Jkcq0u9LZD/euCR9w17c7rGjO7BVUZLE4AFeG/s4I3xE1\nnxd8Y7tSy+KZ1sPD+8cxaHas627Lnp58jT3Pussf90UAe2afYW2lWFtZWcEdrZ20SwwwRKFS\nNFACqoHQAAACrFFFABRRXMfETxu/gHw9/aUPh7W/FF1JMtvBpmgWnn3EsjZxkkqkaccySMqD\njJ5AIB09FcN4cvfH/ijwFqEuradpXgPxTc+YLCETHV0s0Kjy2nC+SruDuLIj7egDnk1F8OdA\n+JOhahdp4z8YaD4r0wxD7M+n6BJpt0kmed5+1Soy4zwFU570Ad9RXmHhT45Rap41Xwd4l8La\n74L8SzPKLGPUbbzrLUUQM5e3u4d0THYu4xuUkHPy8Zr0+gArwn4h/wDFpP2g/CnjqP8AdaB4\nyWLwjr+OFS6DM+l3Lf8AA2mtiT/z8RD+EV7tXHfGD4c23xb+GHiTwhdSm3Gq2bww3S/etpx8\n0M6+jRyKkgPqgoA7GivPfgD8Rbn4pfCXQNd1GIWuvCN7HWbQcfZtRt3aC7jx2xNHJj2we9eh\nUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB4p+0P8A8jz8\nAv8Asff/AHDarXtdeKftD/8AI8/AL/sff/cNqte10AFFFFABRRRQAUUUUAFFFFABRRRQAUUU\nUAZ/iDSzrmg6lpqztateW0tuJ0+9GXQruHuM5r5z+CXwYfxx+y5a/B/4peBD4efwzDHoiXFv\nNGyXTwRr5WqWUqco7E+YGIDK+4EHnP05RQB8d+DfDnxgT9qL4WWHj3RJdZsPBuka5ar4/s8G\n11eK4W1EDzIOYLjEDB1PDN8yEg8fYlFFABRRRQB4H+y7/wAjj+0H/wBlFn/9NmnV75Xgf7Lv\n/I4/tB/9lFn/APTZp1e+UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFF\nFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQ\nAUUUUAeLftQave6n4Z0b4baJcyWuvfEG9Oii4hOJLTTwhk1C5HoUt1dVP/PSWL1r13RtHsvD\n2j2OlabbR2enWMEdrbW0QwkUSKFRFHoAAB9K8X+F/wDxdD4+eOviBJ+80fw2G8F6AT90ujrJ\nqc6/704igyP+fM+te6UAFFFcv42lutb0rVvDPh3xPZ+HvF9zYmW2neNLma0jZtn2gW5ZSwBy\nAT8u4DOcEEAo/ENPEnizw5c6Z4A8SaXo2rfbFs77VZoxdvp8e3dJ5cQO03ADJtWT5Rv3EMAF\nbU+H/gez+HXhOy0GxvNR1GK23s97q1491dXEjuXkkkkc5LM7MxxgDOAAAAK3wx+GeifCTwfa\n+HdBilFtEzzT3V1IZbm9uHO6W4nkPMksjEszHqTxgAAdXQAUUUUAFeYeGbP4i+EfibeadqNy\nvjHwFqzT3lpqsvlQXuhy53fZZVG0TwNkiN1XemNr7hhx6fSEZBFAC0V5h8HPBviv4b32veGN\nS1CTXvBds0c/hzU726M19DE+7zLKct80ghKjZKSSUkVSSUJPp9AHhvgr/i2H7THi/wAKt+60\nXx1aDxZpQPCrfQ+Xb6jEvuymzmwO8kpx1r3KvEf2rreTw/4O0P4k2kbNffD7V4ddlMYy76eQ\nYNRTjt9llmfH96JfSva4Jo7mGOaF1likUOjocqwIyCD3FAD6KKKACiiigAooooAKKKKACiii\ngAooooAKKKKACiiigAooooAKKKKACiiigDxT9of/AJHn4Bf9j7/7htVr2uvFP2h/+R5+AX/Y\n+/8AuG1Wva6ACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAPA/2Xf8Akcf2\ng/8Asos//ps06vfK8D/Zd/5HH9oP/sos/wD6bNOr3ygAooooAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACvPPj/APEW6+F3wn1zWtLiW68QSLHp+i2jf8vGo3EiwWseO4Ms\niZ/2Qx7V6HXhvjL/AIud+034S8Lr+90XwJZnxVqgHKNfziS206NvdUF5Nj1WI46UAehfCD4c\n2vwk+GXhzwjaytcrpVosU10/3rmc5aadv9qSRnc+7muwoooAgvL+206JZbu4itY3kSFXmcIC\n7sFRQT3ZmCgdSSAOtcH8LvhOfA+s+KfEmsakNf8AF/iS8M15qfk+UsdqhYWtnCmW2RRRnpk7\nnaRzy/EXjn4X3vxB+J3g7U9UvIG8HeGS+pxaSobzLrVc7YJpf4fLhQuyr18xlY/cWvSKACii\nigAooooAKKKKAOZ+JPghPiN4H1bw6+pX2jPexAQ6lpsxiuLSZWDxTRsCOUdUbB4OMEEEio/h\nfP4suPAek/8ACc2tra+LIkaDUPsLhoJnR2QTx4+6sqqsgQ8rv2nkGuqrzD4naV4v0vx74K8W\n+FXvNUsoLj+yde8PLcbYp7G4dR9rRWYKJreQI+erRGZeTtFAHoesaRaa/pF9peoQLdWF7A9t\ncQP92SN1Ksp9iCRXk37J+r3Z+FC+EtVna41zwLfT+FL2SQ5aUWpAtpT6mS1a2lyf+eley14f\nbD/hXv7W91D/AKvS/iNoIuVz0/tPTSsb/wDApLWeL8LQ+lAHuFFFFABRRRQAUUUUAFFFFABR\nRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB4p+0P/yPPwC/7H3/ANw2q17XXin7Q/8AyPPw\nC/7H3/3DarXtdABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHgf7Lv/I4/\ntB/9lFn/APTZp1e+V4H+y7/yOP7Qf/ZRZ/8A02adXvlABRRRQAUUUUAFFFFABRRRQAUUUUAF\nFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRR\nQAUUUUAFFFFABRRRQAUUUUAQX19b6ZZXF5dzJb2tvG0ss0hwqIoyzE9gACa8b/ZTsbjWPBGq\n/EfUoXi1b4h6i/iHZKPnhsWVYtPhP+7aRwEj+87+tH7Vt5PrHgTS/h3p8zxap8QtUi8Obomw\n8VkwaXUJRjn5bSK4GezMnrXstlZwadZwWlrElvbQRrFFFGMKiKMKoHYAACgCauf+IM3iKDwP\nrr+ELe1uvFH2OQaZFeyeXAbgqRGZDg/KGIJ9QMd66CvMNL03xXr/AO0DrOrag17pfgzw/pce\nm6VaCbbDql3cbZrm6dFPzLEqwwpuHDGcj1oA6D4SfDq2+E/w40PwrbXUt+bCE/aL64OZby5d\nmkuLh/8AakleSQ+7muvoooAKKKKACiiigAooooAKKKKAPMPgvqniy21Hxl4T8XreX1zoeptJ\npuvTwbI9S064LS2/zgBWlh+eBwo/5ZIxH7wZwP2sY28P+B9D+IkCn7T4A1y18QSMg+Y2OTb3\n659Psk9w3plB6V0f7QPjjXfhh4CTxhpEaXOn6HfQXmvWphMkkulAlbto8dHjRvPHqISv8Vdt\nrmj6b428LahpV4qXukavZyWsyqQVlglQqwB7gqx/OgDTR1lRXRg6MMqynII9RTq8g/ZR1+91\nb4JaNpWsTGbxB4Wln8L6ozfea4sZWt/MP/XRI0l9xIDXr9ABRRRQAUUUUAFFFFABRRRQAUUU\nUAFFFFABRRRQAUUUUAFFFFABRRRQB4p+0P8A8jz8Av8Asff/AHDarXtdeKftD/8AI8/AL/sf\nf/cNqte10AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAeB/su/8jj+0H/2\nUWf/ANNmnV75Xgf7Lv8AyOP7Qf8A2UWf/wBNmnV75QAUUUUAFFFFABRRRQAUUUUAFFFFABRR\nRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUA\nFFFFABRRRQAUUUUAFFFY3jPxXp/gPwhrfiXVpfJ0vR7KbULqT+7FEhdz+SmgDyfw7/xcr9qn\nxHrR/e6N8PNMXw/Znqh1O8EdzeMD6pAtknt5sg9a9xryf9l7wnqHhj4NaRda5F5XifxFJN4k\n1lT95by9kNw8Z/65h1iHtEBXrFAHDfG7xvqfw8+F+uazoemyax4gCJaaTYxxl/OvZ5Fht1bH\nRPNkQs3QKGPauj8JadqWkeFdGsda1M63rFtZww3uptEsRu51QCSXYgCruYFsAADOAK4/RPiT\nqHiX46eI/COnW1s/h3w1pVu2p3zBvO/tK4bfFboc7cJbr5jggn9/DgjBB9GoAKKKKACiiigA\nooooAKKKKACiiigBGUOpVgGUjBB6GuA+H/xNm8T+OvHnhDVbCPTNZ8NXkTRJHIWW70+ePfbX\nS5A6lZo2HZ4W5xivQK4H4m+KvD3wpNp411TRhJLcXNnoV1rEEKebaW89wEjaVzg+QssqkgZ2\n7y2OCaAOO8A/8UR+1F8SPDX3LLxXp1l4vskHC+egFjegD1xFYscd5a9vrxD9oH/ikfiB8Ifi\nAvyxadrx8Pai/QCz1NRANx7AXaWJ544Ne30AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFF\nABRRRQAUUUUAFFFFAHin7Q//ACPPwC/7H3/3DarXtdeKftD/API8/AL/ALH3/wBw2q17XQAU\nUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB4H+y7/wAjj+0H/wBlFn/9NmnV\n75Xgf7Lv/I4/tB/9lFn/APTZp1e+UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQ\nAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFF\nFFABXh/7T3/FYjwL8Lo/n/4TTW4xqKf9Qqzxd3mf9l/LhgP/AF8ivcK8P8Af8XB/aZ+IPiw/\nvNN8I2cHg3TX6r9ocJeag4/F7KI47wMKAPcKwPH3jXTPhv4I17xVrMvk6Vo1lNf3LDrsjQsQ\no7scYA7kgVv1wXjy78H+M/ENj8MvEVu2qXWp2p1z+zwH8vybO5t2V5WQjC+c0WFbh9rKQQGF\nAG94GkOo+GrDWbjQU8OarrNvBqGo2A2tJFcPCgZJHAHmOgVY9xHRB2AFb9FFABRRRQAUUUUA\nFFFFABRRRQAUUUUAFYnjXwdpPxC8Iaz4Y161F7o2r2klldwEld8bqVbBHIODkEcg4I5FbdFA\nHjnxJ03Sfjt8DfiJ4M8NahLc6np0VxoqvMHE1rqluiSwFi4BYrJ5EgbkMCGBOc12nwf8fw/F\nT4V+EvGECiNdb0u3vmiHHlO8YLxn0KtuUj1U1S0vwVpHgj4peIfFA1lbOXxmtnatpU7oiT3t\ntFN+9iyctI1uqqyjPy2wPY4439mL/imT8SPh8/7v/hFPFV59ji/u2N7t1C3x/sr9qkjHp5RH\nagD26iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDxT9of/AJHn4Bf9\nj7/7htVr2uvFP2h/+R5+AX/Y+/8AuG1Wva6ACiiigAooooAKKKKACiiigAooooAKKKKACvnX\nW/28PhjZaxe6doUHinx29jM1vdXPhDw7dajbRSKcMvnImxseqMw96968Q6W2uaBqempcPaPe\nW0tutxH96IuhXcPcZz+FfJXwj+Nvib9mz4ZeGfhr4t+A3xBub/wzYxaWup+BtIj1bTdQWJdg\nuUeORWVpceYyuoIZznmgD3b4OftI+AvjpPqNn4Y1Sca1piq1/omqWctjf2qt0Z4JlVtvT5ly\nuSBnNen18x/Do+K/jj+0ZofxPu/h5q/w28MeHNBvtKgbxKsUGq6xJcyQNte3RmMcMQhLDe2S\n0nA64+nKACiiigDwP9l3/kcf2g/+yiz/APps06vfK8D/AGXf+Rx/aD/7KLP/AOmzTq98oAKK\nKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiig\nAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAMDx/400/4c+BfEPirVW2abomnz6jc\nHOCUijLkD3IXA9zXGfsy+DNQ8E/Bbw/Dra7fEuqLLrmtEj5jf3kjXNwD67XlKD2QDtWD+01/\nxWFx8PfhjH86+L9eil1FP+oXY4vLrP8Asu0cEB/6+MV7hQAVwXgrwt4d1PxrrfxL0jWP7fm1\n+yttOiuY5klt4La2aX93AyjoZZJWbk5b/dArc+IWla1rvgPxFpvhzUItJ1+80+e3sNQnUslt\nO8ZVJSBydrENx6Uvw/8ABWnfDfwN4f8ACmkJ5emaLYQ6fbgjkpGgQE+pOMk9yTQB0FFFFABR\nRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHnXx3+G1/8TPBENvodzbWHinSNStNb0S8uywiivLeU\nOocqCQjp5kTYB+SVuDXK3P8AxRP7YNlN/qrHx54Ve3bHRr7TJ96Z/wBpoL2X8IPavb6+QvHf\nh7xH8KtDfXtXS4k0rwD8SIdc0jVZpxK82iai3lXkeSS2IBqF0uGx8sEeCcUAfXtFFFABRRRQ\nAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHin7Q/wDyPPwC/wCx9/8AcNqte114\np+0P/wAjz8Av+x9/9w2q17XQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAVyGifGHwH4l8W3n\nhbSPGnh/VPE1nuFzo9nqcMt3CV+8GiViw29+OO9b/iC1vL7QNSttPuPst/NbSx285OPLkKEK\n3HoSD+FfGv7Pn7OHgb4m/s3aR4dl8FXfw0+KPg8x2V14iGmi11Wz1uJFZ72K5wDcRyOwk+8y\nOr7T0GAD6X1251C0+N/heNviFBpul32mXax+CH0+FpNTliKl7pbknzFEQkjBReDkE9a9Dr4r\n8L+OvGfiv9rz4OaD4/8ADF1o3jHwvoviGDU9Qt4GOl6msqWYhu7SXoUkETkxnDRtlSOhP2pQ\nBh+NNF1XxD4burDRPEVx4V1OUp5Wq2ttDcSQ4YE4jmVkOQCvI4zkc15f/wAKa+Kn/RwOvf8A\nhN6R/wDI9e2UUAfN37GWl6jouofHWx1bWpvEWow/EKdZtUuIIoHuG/s3TzuKRKqLxgYUAcV9\nI14H+y7/AMjj+0H/ANlFn/8ATZp1e+UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRR\nRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUA\nFFFY/jHxTYeBvCWt+I9Vk8nTNIspr+6k/uxRIXc/kpoA8n8Df8XA/ag8feJz+807wdp9v4Q0\n9xyv2qUJe37D3w1hGcd4mFe4V5P+y34Wv/DXwT0K41qLyvEmvmbxHrAP3heXsjXMiH/rn5oj\nHtGB2r1dmCqWPQDPAzQB5j4s8H694s+O/gfUJYmg8G+GLK81LzVnX/StUmX7NChjB3bY4HuW\nyRjMqY5U49PrzH9nXV/Evin4bp4m8UtdRXviC/utUtNPvIvKfT7GSVvsluVwCCIBEzbhnc7V\n6dQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFeD/tW6drWs6RoOhxyPL4P8VNeeEdet\nEgEmz7fbtFZ3e7aWXyrhY0yCBi4JOdox7xVfUftQ0+5+wiI3vlN5Anz5fmYO3djnbnGcc4oA\n4L9nbxxP8SPgZ4H8RXu4aleaVAL9W6pdovl3Cn3EqSD8K9Fr5Z/YC+I7eNPBnjfTbi1Gm3th\n4inv301Cdtmb0C5nhXPOI71r+H/tjX1NQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAF\nFFFABRRRQB4p+0P/AMjz8Av+x9/9w2q17XXin7Q//I8/AL/sff8A3DarXtdABRRRQAUUUUAF\nFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHgf7Lv8AyOP7Qf8A2UWf/wBNmnV75Xgf7Lv/\nACOP7Qf/AGUWf/02adXvlABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABR\nRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXh/7VJ/4S\nrRPB/wANIvnk8da/bafdxjr/AGbBm7vif9lobcxHPecete4V4foX/FwP2tPEepn95pvw/wBD\ni0S2zyo1C/K3V0R7rbxWI9f3rCgD28DArzv4z/EfUPAdt4TsNCt7a88R+JvEFno1lBdqzRrG\nzGW7lZVIJEdrFcP1xuVc9cH0WuE0PxppHjX4o+JtATR1nu/BYtM6tMiMI7m6hd3hiONyssJi\nLEYyLhR60Ad3RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHzJY6xo/w5/b3\nHhjT9HGjQeMfBTXs0sESRW97fQX8824BeWl23F20jEZOUOTmvpuvnf8Aa90vSvCrfDn4w3R+\ny3ngHxHaiW93EbNOv5o7K8BHcbJlf28s+pr6IoAKKKKACiiigAooooAKKKKACiiigAooooAK\nKKKACiiigAooooA8U/aH/wCR5+AX/Y+/+4bVa9rrxT9of/kefgF/2Pv/ALhtVr2ugAooooAK\nKKKACiiigArnvFvxF8KeAY45PE/ifRvDkcnKPq2oRWob6GRhmpfG2k6vr3hTU9O0HWz4b1e5\nhMVvqy2y3DWhJGZFjb5WYDOA3GcZBHFeTeFP2Jfg94elkvtW8I2vjzxDcfNd6/41UaxfXT/3\n2ecMqn2RVA7AUAeqeEviL4U8fRySeGPE+jeI44+XfSdQiugv1MbHFdDXy/8AEf8AZw+A3/Cy\nfCXhi08Ir4D8da5b317o2v8AgeEaRc2v2URGV/Ng2jd+/TAdXDc5HFfQngnSdX0Hwppmna9r\nZ8SavbQiK41ZrZbdrsgnEjRr8qsRjIXjOcADigDcooooAKKKKACiiigAooooA8D/AGXf+Rx/\naD/7KLP/AOmzTq98rwP9l3/kcf2g/wDsos//AKbNOr3ygAooooAKKKKACiiigAooooAKKKKA\nCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoo\nooAKKKKACiiigCpq2qWuh6XealfTLbWVnC9xPM/3Y40UszH2ABNeSfsl6XdD4PW3inU4Gt9Z\n8b3tz4tvI3GGT7Y/mQRkdjHbfZ4sf9M6i/a2uptT+GFr4Gs5Gj1Dx/qtr4WRozhlt52LXrjH\nPy2cV0fwFezWtrDY2sNtbxrDBCgjjjQYVFAwAB2AFAEGs6vZ+H9IvtU1G4S00+xgkubm4k+7\nFEilnY+wAJ/Cud+GeieGrPRLnXvDEUi2niy4/wCEimnn8wSXEk8ceJGWT5k/drGoQgbQoGBj\nFVfjJ4Ksvil4B1PwNeaz/Y8fiGMWkpjK+dPbhla4iRSRnfEHQkfdDk84rtYokt4kiiRY40UK\nqIMBQOgA7CgB9FFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcL8dfh1F8XPg\nz428GSojnW9IubKIyDISZo2ET/VX2MPdRVH9m/xs/wARPgH8PvEE96dQv73QrN76dgA5uvJQ\nThxk4YSBwR2NekV8r/sWeEtV+HHxA/aC8IuYx4csvGLX2nQmTMkLXcQuCgXHEQhe12nPLCXj\njkA+qKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA8U/aH/5Hn4Bf9j7/wC4\nbVa9rrxT9of/AJHn4Bf9j7/7htVr2ugAooooAKKKKACiiigCpq2nJrGlXlhJLNDHdQvA0tu+\nyRAylSVbswzwexr4++E/7BCx+H7uy8feLfH02sWV9NBBqmn+NbxYtStQ2YZzEHzC5UhXTkBl\nJBwRj7MrM1zxNpPhlbFtW1K101b67isLU3Uoj8+4kOI4kz1djwFHJoA+ZvDH7Ih+FP7TPw68\nWeGLrxLrnh+00vWbfVrvxF4ge/8Askkq2wt1jSZ9w37ZclAR8i7scV9WUUUAFFFFABRRRQAU\nUUUAFFFFAHgf7Lv/ACOP7Qf/AGUWf/02adXvleB/su/8jj+0H/2UWf8A9NmnV75QAUUUUAFF\nFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQ\nAUUUUAFFFFABRRRQAUUUUAFFFFABRRSMwRSzEKoGSScACgDxC7/4uB+11YwD95pvw78PNduR\n0GpakxjjH+8ltbzfQXQ9a9wrxD9k9T4j8G+IviNMCbjx9rt1rkLP977ApFtYDPp9lt4Xx0zI\nfWvbJZPKid9rNtBO1Rkn2A9aAPOr34d6nrP7Qem+M7+W3bQNC8PS2GlW4cmUXtzODdSsuMAC\nK3t0U5J/eS8Dv6RXmX7Odj4nh+FdhqPjJr6PxLrlzc61d2V/IzPp4uZnljtACTsEMTRxbRwC\nh9a9NoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK+Q/i3/wk/wAPP20f\nDGr+Gv7Rn0/xJa2FzqulWW9lvYred7C6do1+/wCUmqWU567VtGPQGvryvDf2jll8PeMPg94y\ntpFgl0/xMNFnmddyrBqUElqu4ZGQLk2ZxkZ20Ae5UV5z+z38Q9Q+J3wm0XV9bjit/EsJm0zW\n7eEbUi1C1le3uVCnlV82JyAf4WWvRqACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooo\noA8U/aH/AOR5+AX/AGPv/uG1Wva68U/aH/5Hn4Bf9j7/AO4bVa9roAKKKKACiiigAooooAK+\nNf2yNO+MLaz4Aktte8FJ4ek+IWjDRoJdHu2uoZzKfJa4kFyFkQHO4IqEjGCK+yqr3mnWmoiE\nXdtDdCGVZ4hNGH8uRfuuuejDsRyKAOS+GFn8RLOwvR8RNV8NaremVTav4a064s40jxyHE00p\nZs9CCBjtXa1n3XiHSrHWbDSLnU7O31a/SWW0sJZ0We5SPb5rRxk7nCb03EA43DOMitCgAooo\noAKKKKACiiigAooooA8D/Zd/5HH9oP8A7KLP/wCmzTq98rwP9l3/AJHH9oP/ALKLP/6bNOr3\nygAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA\nKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvI/wBqvxFfaJ8Edc0/R5fK8Q+JXg8M6Uy/\neW6vpVtlkH/XMSNKfQRk165XiHjv/ivP2ofh74ZH7zT/AAhp914wv0PK/aZQ1lYAj1w984z3\niBoA9c8MeHbHwf4a0nQdMiEGm6XaQ2NrEP4Io0CIv4KoFcL8cfHmr+E4/BejeG3iTxF4o8R2\nelQNLGJBFbqWuL2Tb322sE4B7My16bXC+HfiOvir4seMPCdvpim18K29iZtUaXOby5SSRrdU\n28bIfIctu588DHGSAd1RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQA\nV5T+1T4Zu/Ff7PHju104Z1W105tU08Yz/pdoy3Vv/wCRYUr1amyRrLGyOodGBVlYZBB6g0Ae\nYeAfjRpfivxvY+HrPS1s7bWfC9r4v0y/SQFb2KaRlnXaFGGjLW7Fsnd9oHTHPqNfLXwLvvCX\nw7+D2h6r4tidNR+GWr3/AIEh1JRIzWsD6ilpDuCnBjeIWLksCFADcYzX1LQAUUUUAFFFFABR\nRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHin7Q//I8/AL/sff8A3DarXtdeKftD/wDI8/AL/sff\n/cNqte10AFFFFABRRRQAUUUUAVdV1O20XTLzUbyQxWdpC9xNIFLbUVSzHABJwAeACa+av+Hl\n/wCzj/0P9z/4Teq//ItfT9FAHxdo37SHw8/aK/bO+EEvw+1ybXYtG0TxCt+76Zd2ghMy2fl/\n6+JN2fKf7ucbecZGftGiigAooooAKKjuLiK0t5Z55UhgiUvJLIwVUUDJJJ4AA71z/iP4k+FP\nCHg0+Lda8SaXpnhcRJONYuLtFtXRwCjLJna27I24J3ZGM5oA6SiuJ+GHxs8BfGmwurzwN4t0\nrxRBasEuP7OuVkeAnO3en3lzg4yBnBx0rtqACiiigDwP9l3/AJHH9oP/ALKLP/6bNOr3yvA/\n2Xf+Rx/aD/7KLP8A+mzTq98oAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArxD9m7/isNd+\nJ3xKf508SeIJNP02QdDp2nZs4iv+y0yXco9RNXVftDePrr4ZfBXxd4g05TJrENkbfS4h1kv5\nmEFqn/Ap5Ih+NbXwn8A2vwr+GXhbwfZt5kGiabBYeb3lZECtIfdmBYn1Y0AdFqWo22kaddX9\n7MltZ2sTzzTOcLGigszH2ABNct8Kj4b1fwtH4u8M6bJp1r4wEXiGY3EbRzzvNBEFklUk7W8t\nIlx22gU34uaDovjrwVf+B9a1xtEj8WwzaPG0FwkVzcb4naWKHcDuYwpKSACQoY9sjrrOzg0+\n0gtbaJILaBFiiiQYVFUYCgdgAAKAJqKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigA\nooooAKKKKACiiigD5ug8B6d4n+KX7Qfwr1jfDo3jPTLHX4xFjcv2m2ewuJI/R1ewifPZnU17\n34WvLW60S3jtdYj137JusZ76OVJC88JMUwcpwHDowZf4WBBAxivKPiN/xSn7T3wl8Qr+7t9e\nstV8J3Tn7rO0aX1tn3H2K4A/66EV1Pww+HF/8PPFfxEkFzbSeHPEGsjXNPtoy3m200sEa3as\nCANrTRmUYJ5lfOO4B6JRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAeKftD/8jz8A\nv+x9/wDcNqte114p+0P/AMjz8Av+x9/9w2q17XQAUUUUAFFFFABRRRQAUVU1a0nv9KvLa2u2\nsLmaF44rpFDNC5UgOAeCQSDg+lfH3wn+BHx58U+H7seL/j1438N+IdPvprG4ij0vT3tbpUb9\n3c2zmLLRSIVYZwyncpGVyQD2f4qaPqesfFnwtYaf8YdV8CXd/p101l4d07T7WcahJAVaSdmn\nik+VBLGGT5cgjBB5HstfIeh/Az4geBf2s/hVrGu+O/E3xP0mPSNeik1DU9Nhig0p2W02KXgj\nVQZsHAc8+T8vQ19eUAFFFFAHM/E+1mvvhr4ttraGS4uJtIu444olLO7GFwFUDkkk4AFfAfhX\n4geH/HVh+yP4C8ReDfFkq+FZbLT9b0TXPDF3DaG6GmNbQTs0kflusVxtPJ6NuwcEV+kVFAHy\n7p2iaRc/t328vgjw4+jr4d8L3Vn4w1S2sDbWl1JcNazWFtvChZpVUSSZGdqsATkYH1FXGane\n+Mofito1tbXPhmPwNNp8zXUFy0w1iS7U/KYAD5ZhCld2RuBP0rs6ACisTxlF4jm8O3SeE7rS\n7PXiU8ibWbaS4tQNw3b0jkjY/Luxhhg46jivNP7M/aF/6GT4Zf8AhP6j/wDJtAGT+y7/AMjj\n+0H/ANlFn/8ATZp1e+V83/sax63FqXx2TxHPYXOtj4hXH2qXS4Xhtmf+zdP5jR3dlGMcFjX0\nhQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUA\nFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHh/xo/4rj41fCTwEn7y2tr2bxlqqjtBYqqW\nyt/vXdxA49fs7ele4V4f8Fv+K4+NHxb8fP8AvLaC9h8G6UzdoLAM1yy/713cXCH18hfSvcKA\nPPtf+G954j+NnhLxfd3cB0Xw3pl9HaWIDeab+5MSGc9sLAkiDv8Avnr0GvMPgB4d8RaT4b8Q\nat4sjntdf8R+IL7V5bGeYS/Y4DJ5NrCCCVG22gt8heNxavT6ACiiigAooooAKKKKACiiigAo\noooAKKKKACiiigAooooAKKKKACiiigAooooA8S/a9H9k/Ca18Xp/rfBeu6Z4kz6QwXSC6+gN\ntJcD8a3fino/iNPiD8MPE3h5bq8trDU5tO1mwgl2xvp93CVMzLkBjFPFbP0JC+Zjqa6/4h+E\nLf4g+APEvhe7x9l1vTLnTZdwyAs0TRn9Grz/AOCHiXXPiT+yv4Y1CxvRpniy68OC0N5IiyfZ\ntSjiMEjlWBDbJ0Y4IIOMEUAew0VwnwL+IE/xS+EPhTxPeQG01K/sU/tC2K7fIvEzHcx4/wBm\nZJF/4DXd0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHin7Q/wDyPPwC/wCx9/8AcNqt\ne114p+0P/wAjz8Av+x9/9w2q17XQAUUUUAFFFFABRRRQAUySaOHb5jqm5gq7jjJPQD3p9fGv\n7ZHi34qR6z4Atbf4d6JPodr8QtGfSdRfxOUlv5llJijkh+ynyQ5yC259uM4agD7Korivhhr/\nAI61+wvZPHXhDTPCF3HKq20Gma2dTWZMcszGCLYQeMYP1rtaACiiigCpq323+yrz+zPIGo+S\n/wBm+1Z8rzdp2b9vO3djOOcZr4++E/xF/az+K/h+7vre6+EGjajp19Npmp6PqOmaqtzY3UTY\naN9s5Ugja6spKsrqQea+zKKAPjLTYPjBB+2b8G/+Fr3ngq7J0TxH/Zv/AAh9tdw7fksvN877\nQ7Z/5Z7duOjZ7V9m1G0ETzJK0aNLGCEcqCyg9cHtnA/KpKACiiigDwP9l3/kcf2g/wDsos//\nAKbNOr3yvA/2Xf8Akcf2g/8Asos//ps06vfKACiiigAooooAKKKKACiiigAooooAKKKKACii\nigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArkvi3\n4/tvhV8MPFXjC6XzItE02e+EPeZ0QlIx6l22qB6sK62vD/2jf+Kx8TfC/wCGqfPF4g15NW1O\nPsdO03bdSBvZrgWcR9RKaAOt/Z78AXPww+C/hLw7ft5mr29ks+pynrLfTEzXT/8AAppJW/Gq\nf7RXi3X/AAx8PYrXwnM9t4r1/U7LQtMukhWX7LJcTKslwVYFcRQ+dL8wI/d4I5r0+uBsfiTc\nar8ctV8DWVlFLp+jaFBqWo6hvO6K5uJnW3gA6cxwTO3cZj9aAO+ooooAKKKKACiiigAooooA\nKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArxL9mn/intS+K/glv3f8Awj/jG8uL\naLstrqCx6ihX/Z33Uy/8ANe214lZf8Un+2LqcH+rtfGng6G6UHo91pt00chHuYtQhyPSMelA\nHY+H/iVLqXxg8XeBL6wSym0qwsdV0+4EhY31rP5qO2MfKY5oJFIBPDIe9d5XC+Ptc8LfD7Xt\nA8Vazpx/tO/uoPC8GqwxBmgF3MvlpI2RiNpkiGecMy8cmu6oAKKKKACiiigAooooAKKKKACi\niigAooooAKKKKAPFP2h/+R5+AX/Y+/8AuG1Wva68U/aH/wCR5+AX/Y+/+4bVa9roAKKKKACi\niigAooooAKx/EnhDRvF66aus6fDqC6bfQ6naCYE+TcxHMcq/7Sk5FXdW05dX0u8sXlmgS6he\nBpbd9kiBlILI3ZhnIPY18neKPhr8Uf2c9MOp6D+0vZPoEOdmnfGOKG4hbHZtQRo5h+RoA+vK\nK+S/2X/21tb+OHxFl8Fal4Rsr37PbyTSeMvB13Pe6GzJ/B5ksCbC3YbmzX1pQAUUUUAFFFFA\nBRRRQAUUUUAeB/su/wDI4/tB/wDZRZ//AE2adXvleB/su/8AI4/tB/8AZRZ//TZp1e+UAFFF\nFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQA\nUUUUAFFFFABRRRQAUUUUAFFFFABXh/w6/wCK9/aY+JHi0/vLDwvaW3gzTnH3fOIW8v2H1aW0\njPvbkdq9V8beLbDwD4N13xNqsnlaZo1jPqF0/pFFGzt+OFNcJ+y94Sv/AAl8EvDx1qPZ4k1k\nS6/rOfvfbr2VrqZT67GlKD2QUAeqswRSzEKoGST0FcP8IvEPhv4h+GU8f+HNJbT4vFAW6e5n\ngWO4vY48xQyuVJypjRSmT9xl4BJFaPxHuNEl8Lz6JrurNo1v4jzoUE8Mojnaa4RkVYSQcSY3\nFTg425PArW8NeHbDwj4c0rQtKgFtpml2kVlawL0jijQIi/gqgUAaVFFFABRRRQAUUUUAFFFF\nABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFeJftBf8U54/+C3jJeFsPFH9iXR7\nfZ9Rt5LYAn/r5+xn8BXtteSftZ6Dda/+zp46Gnrv1TTbH+2rFe5ubJ1u4QPcyQKPxoA7L4nf\nDvTPiv4F1Xwrq8tzb2WoKmbiydUngkR1kiljZgwDpIiOpIIyo4NbHh7xHpfizR7fVdGv7fU9\nNuN3lXVrIHjfaxVsEejKQfQg0nhvXrXxV4d0vWrF/MstStYryBvWORA6n8mFcn8IfhtP8LrX\nxVpwvY7nR7/xBeaxplvGhU2cNyVmlhPb/j4e4YY42uo7UAd9RRRQAUUUUAFFFFABRRRQAUUU\nUAFFFFABRRRQB4p+0P8A8jz8Av8Asff/AHDarXtdeKftD/8AI8/AL/sff/cNqte10AFFFFAB\nRRRQAUUUUAVNVsP7V0u8svtNxZ/aYXh+02j7Jotykb0bnDDOQexAr4Svf2IdU+BGp3fjO18R\neAPiSFYySXfxpspHuohnPy6h5jqrehMIxX3bqtlJqWl3lpFdS2Us8LxLdQEeZCWUgOue4zke\n4r540D9gD4UQ6lFq3jGLXPivrsZyNS8e6tLqZ9x5JIhx7bPagDF/Zt/bh074yfEp/htJ4St7\nDVrS0ecal4W1i21nRQkeBj7RFtKE/wAKlPxr6srO0Dw5pPhTTItN0TS7LR9Oi4jtLC3SCJPo\niAAflWjQAUUUUAFFFFABRRRQAUUUUAeB/su/8jj+0H/2UWf/ANNmnV75Xgf7Lv8AyOP7Qf8A\n2UWf/wBNmnV75QAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFF\nABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAeH/tSf8AFWaf4J+Gcfzt431+C2vY\nx1/sy1zeXpP+yyQCE/8AXwB3r3CvD/C//FwP2rfF2tn95pngPSIfDdmfvL9vvNl5ekdgVhXT\n19fmYV7hQBwfjT4av40+JHgHX7jUFXSvCk15f/2YY9xnvZIPIglLZwBHHLc8YOTIpGNtd5Xm\nHwY8D6zoGsfEPxJ4kiWHWvE3iKa4jiWUSCLT4FW2skypIGYoRKR1DTsDzmvT6ACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACorq2ivbaW3njWWCVD\nHJG4yGUjBB9iKlooA8X/AGPrmWL4CaH4fupGe+8JXF54VnDnLD7BcyWsefrHFGw9mFbPjLwh\nryfHT4feMdDha409bW/0PX4hMqhLSVFngn2sRuKT26J8uWxcscYBxg/Br/imPjr8bPCf3Ibi\n/wBP8V2kbf8APO8tRBLj1Hn2EzfV/evQ/irp3iDVvhp4otPCeoNpXiiXTZxpV4iq3lXWwmIk\nMCCN4UHI6E0AdVRXM/DPxe3xA+HXhnxNJZTabLq+m297JZXEbRyW7yRqzRsrcgqSVOfSumoA\nKKKKACiiigAooooAKKKKACiiigAooooA8U/aH/5Hn4Bf9j7/AO4bVa9rrxT9of8A5Hn4Bf8A\nY+/+4bVa9roAKKKKACiiigAooooAKKK+QP2k/EeoeC/jbZz/AAe17WdV+M1/BB9u8CW8RvNH\nvrNTtWe/DMqWOBws6urHgbXBoA91+Inij4oaP4v0+08G+B9F8R+H3tGmu7/U9eNhIswY/uY0\nEMhYlQCGIC5OCVHNelV8e/su6yfG/wAXr3Ufi34g1i3+O2n28yx+CdRjNhp+k2jnDPp0KuyX\ncbAAG53yMQBkJ0P2FQAUUUUAFFFFABRRRQAUUUUAeB/su/8AI4/tB/8AZRZ//TZp1e+V4H+y\n7/yOP7Qf/ZRZ/wD02adXvlABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAB\nRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABWb4k8QWPhLw7quuanMLfTdMt\nZb26mPSOKNC7t+CqTWlXiH7Vjt4m8L+GvhrAxNx4+1u30e4VPvDTo83N+30NtBJHn1mX1oA0\nP2U/D99pXwZ0zWNZhMHiHxZPP4p1RG+8k97IZxEf+uUbRRewiFa37ROueI9D+EOuL4PiuH8V\n6l5OkaXLbQmRra4upkt1uDgEBYfNMpY8ARnNejoixqFUBVUYAAwAK87HxG1HUf2gD4G06C2k\n0jS/D39razdMrNLHPPP5dlEhBAXKwXjsCCcLHjGeQDv7G2azsre3aaS5aKNUM0xBeQgY3Nju\nepqeiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigA\nooooA8S8X/8AFK/tbfD3VRxB4q8Pan4em7Znt3ivbb6/uxfcfWvba8S/au/4knhPwf40HB8I\neLdK1SVx1W2lm+xXJ+ggvJWPste20AeeeCPiRe638VPiF4K1a1t7W60F7K9054dwN1p1zD8k\njAk5ZbiG7jJHGEXjJ59DrhPH/i7Qfhvr/hjVtQ0dZLzxBqdv4Z/tiGGPzLcSiV4Flc4bymmC\noFGfnmU45Nd3QAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB4p+0P/AMjz8Av+x9/9w2q17XXi\nn7Q//I8/AL/sff8A3DarXtdABRRRQAUUUUAFFFFAGH42sde1Hwpqdv4X1O20bxC8J+w3t5bf\naII5QQR5keQWQ4wcEHBJBzivnuH9p3xH8Mr66i+JHwG8W6brk21brXfAumjXNNvtg2rJ5sWJ\nlGOiSplRxn1+oK+Mf2sPit8U4vEvxHtvAvj6H4e6T8PfD+m6tdBdJt7641SS8mmUktOCIook\ng6qpJYnJx0AOpuP2ltf+J+qWR+G/wC8V6l4htw6WfiHx1pg0PTrASDa7+dLmZhjG5IkywAGf\nT6J8E2Ovad4U0y38Uanbaz4hSEfbr2ztvs8EkpJJ8uPJKoM4GSTgAk5zXzP8OvBHj3wD+1P4\nctvif8WNU+In23QtSk8MPHp9rpturI1sLuO4hgUbnCvC0b7iCN/CkDd9aUAFFFFABRRRQAUU\nUUAFFFFAHgf7Lv8AyOP7Qf8A2UWf/wBNmnV75Xgf7Lv/ACOP7Qf/AGUWf/02adXvlABRRRQA\nUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFF\nFABRRRQAUUUUAFFFFABXh+hf8XE/aw8Q6qf3ulfD3Ro9DtieV/tK+2XN0R7pbx2S+o85xXr3\niXxDY+EvDuq65qkwttM0y1lvbqY9I4o0Lu34KpNeZfsqeHr7S/g5p+tazCYPEXi65n8U6pG3\n3o571zMsR/65RGKH6RCgD15mCgkkADkk9q4b4OeNNK+Kfg238d6Zo40yPXGkMc0iJ513bRTS\nR28zMoyVeMCRQScLIB61ofEbXvD2l6Jb6X4ku5La18SXK6BAkPmeZPNcKyiNDGNynaHO7jaF\nLEgDNbPhzw/p/hLw9peh6TbLZ6VplrFZWlsmdsUMaBEQZ7BVA/CgDRooooAKKKKACiiigAoo\nooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAOK+NfgUfE74P+NfC\nWMya1o13YxHONsjxMqMPQhipHuKZ8DPHR+JvwZ8D+K3OZ9Y0a0vJweqzPEpkU+6vuB9xXcV4\nl+yr/wASPw5438FH5T4R8X6pp8MbfeW2nlF/bD6CG8jUH0WgD0vx94D0j4l+F7jQNcikl0+a\nWCf9zIY5EkhmSaJ1YcqyyRowI7irPg7xjo/j/wAM6f4h0C+XUdHv4/Mt7lFZN4yQcqwDKQQQ\nQQCCCCK2a4T4VfD21+FkPiDRbXVVu7S/1m81yz08oI2sIrmTzZIlG47k89p3DYUDzNuPlyQD\nu6KKKACiiigAooooAKKKKACiiigAooooA8U/aH/5Hn4Bf9j7/wC4bVa9rrxT9of/AJHn4Bf9\nj7/7htVr2ugAooooAKKKKACiiigAr4d8V/tefsqeMvix4o/4TWe1tr210IeHxq99Z3yNqVjd\nb2ubV4REGAjZRy4yDIShGWz9xV8Y/tQ/Frx34M8ZfEe6+GK+H/DI8KaPpGo+JtavNPFzf6q8\n80sdrbRgkKqRxrKxd9xBcBQOSQDG/ZT1v4CL8fdN0/4Q6h4h+I2oPod6k+vavqN9cxeHLRHg\n8u1iW4jCqsxJGVO4eSByGr7nrye++JPiPw5+0lpHgrU4NOuPCnifRbq90e5tw63lvdWbQ/aI\n5wSVZHW4RkZQCCrAg5Br1igAooooAKxNe8b+HfCssceta/pejySDKJf3kcBYewdhmrfiFr9N\nA1NtKVH1QW0ptFkxtM2w7Ac9t2K+Dv2c/D37KfiP4baXqHxFufB+p/FOeBW8Wt8Qr2L+1l1T\nGLpZI7pgyBZAyrtAXaBigD75sNQtdVtI7uyuYby1lGY57eQOjj1DDg1Yr4w+BUPw10T9rKPT\nf2fby2uPBcmgXc3jK18P3TXGiQXQlgFi8bBmiW4YfaAVjP3F5HBNfZ9ABRRRQB4H+y7/AMjj\n+0H/ANlFn/8ATZp1e+V4H+y7/wAjj+0H/wBlFn/9NmnV75QAUUUUAFFFFABRRRQAUUUUAFFF\nFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB\n4f8AtVMfFPh/wt8MoCTP491uDTLtF+8NMizc37fQwQtFn1nX1r29VCKFUBVAwABgAV4f4R/4\nuP8AtSeMPER/e6T4E02PwtYN95Pt9yI7u/de2VjFhHxyCJB6ivcaAOE8SeBtN8b/ABM8Ja5N\nq6yyeDHupxpEZVh9quIBFFNJzlSkLThRjnzyc8c93XnHwa+HOpeCW8Z6tr81tc+IvFHiC61W\n5ktWZ0SAbYLOEMwBOy2hgB4A3F8dcn0egAooooAKKKKACiiigAooooAKKKKACiiigAooooAK\nKKKACiiigAooooAKKKKACiiigAooooAKKKKACvEvC3/FK/tdeOtL6W/izw1p2vwjpm4tZJLO\n5Pv+7ex/Svba8S+Nv/FMfGf4JeLx8sJ1a88LXbDr5V/as8efb7TZ2w+r0Ae215r4x+HuqXXx\nr8A+OdEMCCxt77RtcjlcoZtPnjEsZXg7mjuYIcDj5ZZOa9Krm/iT4bv/ABj8PvEmh6VqtzoW\nqajp09taapZzNFNaTNGRHKrLyCrEHj0oA6SiuU+FHiDWfFXw08Mat4j0qfQ/EN1p8L6lp1zH\nse3udgEqY9A4bB7jB711dABRRRQAUUUUAFFFFABRRRQAUUUUAeKftD/8jz8Av+x9/wDcNqte\n114p+0P/AMjz8Av+x9/9w2q17XQAUUUUAFFFFABRRRQAV8Oft5aZ8OdW8WrpB8ReOtN+I2s6\nPHBe6P8AD7SW1WbUNNjnZ4mu7bbswku/Y+5W+ZhyOn2N441vVPDfhPVNT0XQJ/FGq20Jkt9H\ntp44JLt8j5FkkIVT7sccV8gad8QPjn4f+OGv+PdO/Zl1qa38R6XZafqVnc+JdNWWJ7RpjFLD\nIJDkMs7K0ZA5RWDdQQC7+xve+DfEHxW1fUdc8YeP/Evxii0oxiz+JGltpVxZ6c0i7zaWoURq\njSLHvZSxyFzgHn7Pr5V+H2rfFD4rftM+HPE/jj4Mah8PdC8PaNqFnp97LrFneGSa5aAyGbyn\n3AbYFVEVSMszM3QD6qoAKKKKACuM8W/BX4e+P7/7d4n8B+GfEd7gD7Tq+j291JgdPmkQmuo1\na4urTSryeytPt97FC7wWpkEfnSBSVTceFycDJ6Zr5N+HX7WPx3+KnhlNd8O/s66bc2RnltZU\nm8fQQzW88TmOWGWJ7YNHIrKQVYA/gRQB75pUGoeBvHGk+E/C/wAONP074fyWUlzca7p11b2k\nVncgkLALJUDPuAB8wEAZweleg18eaP8AEn4r+J/2vvhJY+PvAKfDeybRvEDwWtl4mTVItRIW\nzyZFjjQKY/l27s5804xg5+w6AMPxrqOv6V4burrwxotr4h1pCnkade6gbGKXLANmYRybcKSf\nuHOMcZzXl/8AwsL47/8ARGfDP/het/8AK+vbKKAPm79jK91jUdQ+Otzr+l2+iaxJ8Qpzc6fa\n3n2uOFv7N0/5Vm2JvGMHO0delfSNeB/su/8AI4/tB/8AZRZ//TZp1e+UAFFFFABRRRQAUUUU\nAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABR\nRRQAVg+PPGWnfDrwRr/inVpPL0zRbCfULls8+XEhdgPchcAeuK3q8O/aS/4rjWfh78K4/nj8\nUasNQ1dO39k2BS4nDf7Mkv2WA+onagDe/Zk8G6j4N+DWi/27Hs8Ua002v63kc/b7yRriZD/u\nGTyx/sxqO1S/tFaf4n8Q/DWXw54SF5DqXiC9tdJn1Kyk8uTTrOWVRd3IYEFSsAl2kc72TFen\nV5h4W8a654s+PXjXSbeUReD/AAtYWdhKhhXNzqs4+0SEPjOIrdrYYBwTcHPKigD01EEaKozh\nRgZJJ/M06iigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAC\niiigAooooAKKKKACvG/2vdOuLj9nzxRqtjEZdS8NC38T2gT73m6fPHeAL7kQMv8AwIivZKqa\ntpdtrelXmnXkYms7yF7eaM9HR1KsPxBNADtM1G31jTbS/tJBNaXUSTwyL0dGAZSPqCKs147+\nyJqlzefs9eE9Ov5DJqfh2Obwzelvvedp88lmxb3PkBv+BZ717FQB5l4d8favH8fvF3gbWmia\nyfS7TXvD8kce1mtyTb3cTH+Jo5kjfPpcqO1em1wfxm+JC/CLwjF4rm0xb/TrW/tLbUpvN2NZ\n2c06RS3I+U7hHvV2Xj5VY54rvKACiiigAooooAKKKKACiiigAooooA8U/aH/AOR5+AX/AGPv\n/uG1Wva68U/aH/5Hn4Bf9j7/AO4bVa9roAKKKKACiiigAooooAwvHHhC18e+E9U8PX11fWVp\nqEJhkuNMumtrlBkHMcqfMh46ivh+L9mzwPP+0zr3gHUvih4/8PWWkaHY6jZ2M/ja6SfWHuJJ\nxLIrO/McIhRdqDO6QljgAV9+1wHxV+AXw6+OFvaxeO/B2leJ/suRby3sAM0IPUJIMOoPGQDg\n4FAHzf8AC/4eeGPg3+2P4f8AD3hrx94m8brqvh3Uby60zVvEs2o/2M0LwKkjLu27JhM6gSAs\nGjBVsEivs+vP/hT+z/8ADn4HQ3SeA/B2leGWuwBcTWUAE0wHRXkOXYDsCcCvQKACiiigAqhp\nmgaZos9/Np+nWlhNfzm6u5LaBY2uZiApkkKgb2wqjccnAHpV+igDLvfC+kajr+ma5daba3Gs\n6ZHNDZX0kQM1sk23zVRuqh/LTIHXaPStSiigAooooA8D/Zd/5HH9oP8A7KLP/wCmzTq98rwP\n9l3/AJHH9oP/ALKLP/6bNOr3ygAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACii\nigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvDvhF/xcP46/Ez4gP89hpUieCd\nFY9NlsfNv5F/3rqTyj/15iu2+OfxGb4TfCbxL4ohg+16hZ2uzT7Tqbm9lYRWsI/35njT/gVP\n+CXw5Hwl+FHhjwmZ/td1p9movLs9bm7cmS5mPvJM8jn/AHqANvx54y034deCde8U6xL5Ol6L\nYzahcv38uJC7Y9SQMAdyRUfw71nWPEXgLw7qviHTY9G12+0+C5vdOicutrM8YZ4txAJ2klfw\nrE8deJfDWpeLNC+G2t6Sdem8S211eNZvCktvFbWpjLSzhjwvmSQovByzDsCR3lABRRRQAUUU\nUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAB\nRRRQB4l8D/8AimPjF8bPBx+WIaxa+KLNTwfJv7ZRJj2+02l0f+BV7bXiPiz/AIpP9rjwFqvS\n38W+HdQ8PTds3Fq6Xtt9f3Zv+K9uoAzvEfh3TfF3h/UtD1mzi1HSdStpLS7tJxlJoXUq6MPQ\ngkVi/Dvx1o3jew1aPRkngXQdUudCura5Ta8M1u20jGT8rKUkU55SRDxnFdXXB6boHhb4ffEr\nVtQXVGs9b8ezxN/Zs0yiK5ubW2KtJCm3PmGBF38nKwqQBg5AO8ooooAKKKKACiiigAooooAK\nKKKAPFP2h/8AkefgF/2Pv/uG1Wva68U/aH/5Hn4Bf9j7/wC4bVa9roAKKKKACiiigAooooAK\nKKKACiiigAooooAKKKKACiiigAooooA8D/Zd/wCRx/aD/wCyiz/+mzTq98rwP9l3/kcf2g/+\nyiz/APps06vfKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoooo\nAKKKKACiiigAooooAKKKKACiiigAoopksqQRPJI6xxoCzO5wFA6knsKAPEPif/xcn9oT4e+B\nU/eaX4bRvG2sr2LoWg02I/WYzTAetmK9yrw/9lyJ/F2m+K/itdIyz+PtTN5Ybxhk0iAeRp64\n7B41a4+t01eseLEmuvD99YWmrx6Fqd/BLaWN/Iocw3DxtsdULLvKn5tmRnaeR1oA5vwXp/hH\nxj4svviXoN22rXl3aHw8LwM3kpHaXU4lSJSBjMxcMwyH8tCCQAT3lcz8M/AWnfC34feHfCOl\nbjp+i2MVlE7/AH5NigGRvVmOWJ7lia6agAooooAKKKKACiiigAooooAKKKKACiiigAooooAK\nKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA8R/ay/wCJJ4J8L+Nl4bwZ4p0z\nWZGHUWzTfZLs59re6nJ/3a9urlPiz4Hi+Jvwu8XeEZ9vl65pN1pxLdFMsTIG/AsDn2rI/Z68\ncy/En4G+BfEt1u+36ho9s96rdUuggWdT7rKrj8KAPQq4P4vfDOT4laVoP2LUF0jW9B1uz1vT\nr9ovMEckMmJEKgglZIHnhPI4lJ7V3lFADUdZEDKwZWGQwOQRTq8x+APgLWPhb4Z1rwpfLEdD\n07Wrs+HZI5N7f2ZKwnijYdVMTyywgH+GJD3r06gAooooAKKKKACiiigAooooA8U/aH/5Hn4B\nf9j7/wC4bVa9rrxT9of/AJHn4Bf9j7/7htVr2ugAooooAKKKKACiiigAooooAKKKKACiiigA\nooooAKKKKACiiigDwP8AZd/5HH9oP/sos/8A6bNOr3yvA/2Xf+Rx/aD/AOyiz/8Aps06vfKA\nCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoo\nooAKKKKACiiigArxf9qnVry78BWHgHR7h7fXviBqCeG7eWE/vILaRWe+uB3Hl2kdwwPZinqK\n9orwzwZ/xdT9pXxT4rb97oPgO2PhXSSeUfUJvLm1GZfdFFrAD2KzD1oA9n0jSbPQNJstM0+3\nS0sLKBLa3t4xhYo0UKij2AAH4VwXi74c6n4y+NHgnXr2W2/4RPwtbXd7Bab2Ms2qyqII5WXG\n3ZFA1wAc53TdBtBr0K/uWs7G4uEgkunijaRYIcb5CBnauSBk9BkjrXn37PmgeJdE+GNjceM5\np38WaxPPrOp2805lFlLcSGUWkeSQEhVkiAXj92T3zQB6RRRRQAUUUUAFFFFABRRRQAUUUUAF\nFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFeI/sz/8A\nFNX3xS8Bt+7Hhvxddz2kXZbO/CahFt/2Q91Mg9PLI7V7dXiLf8Ub+2Ih/wBVZ+OfCJX2e80y\n5yP+BNDqB+oh9qAPbqKKKAPMPioPFWi+Pvhx4i0D+0NQ0ePUZNH17SLTc6Na3aqsd2yDjME8\ncJLY+WOSY5AzXp9Rzo8kEixSeVIykLJt3bTjg474rzj9nv4gar8QPh1G3iRI4vGGiXc+h6/H\nCmxPt1u+x5EHZJV2TLj+GVaAPS6KKKACiiigAooooAKKKKAPFP2h/wDkefgF/wBj7/7htVr2\nuvFP2h/+R5+AX/Y+/wDuG1Wva6ACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKK\nKKAPA/2Xf+Rx/aD/AOyiz/8Aps06vfK8D/Zd/wCRx/aD/wCyiz/+mzTq98oAKKKKACiiigAo\noooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKK\nAOH+NnxIX4S/C3xD4oW3+3XtpAI7CxHW7vZWEVtAPeSZ40/4FTPgb8N2+E/wr0Dw3cXH27VI\nImuNTvu95fzO011Of9+aSRvoQO1cN41/4uz+0f4Z8Ip+98P+A4k8U6zjlZNRkDx6bAfdALi4\nI7FID3Fe3Xd3BYWs1zcypb20KNJLLIwVUUDJYk9AAM5oA82+IPijxJP8Wvh/4P8ADby2dtO9\nxrWv6gLcOi2EChFtgzKVDzTzRDg7gkUpGODXp9ee/An4gat8Vfh5beLtSsIdNs9YuJ7rR4ER\n1kOmGQi0klDE/vJIgspAwAJAMZBr0KgAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKK\nKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvEf2m/wDim5vhj48X93/w\njHi6zS6m/u2d8G06bP8Asg3cTn08sHtXt1cJ8dvALfFL4NeNPCkRK3Wq6TcW9rIDgx3GwmFw\nfVZAjD6UAd3RXF/Bbx8vxT+Efg7xcAFfWtJtr2WPGPLleNTIhHYq+5SPUGu0oAK8/wDGPxLl\n8E/FDwPoF7YRroXio3dlHqu8gw6jHGJYYGGMYliS5IOc7oguPmFegVma/oOna9bW41HTINV+\nxXEd9bRTxq5juIjujkTdwrhhw3GPWgDTork/hV8R9O+LfgDSPFWmRT2tvfxt5lndACe0nR2j\nmglAJAeORHRgDjKmusoAKKKKACiiigAooooA8U/aH/5Hn4Bf9j7/AO4bVa9rrxT9of8A5Hn4\nBf8AY+/+4bVa9roAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA8D/Zd/5H\nH9oP/sos/wD6bNOr3yvA/wBl3/kcf2g/+yiz/wDps06vfKACiiigAooooAKKKKACiiigAooo\noAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACsbxl4t0zwD4S1rxL\nrVwLTSNIs5b67mP8EUaF2PucA4HetmvCfjh/xdX4meDvhHD+90tmTxR4qA+7/Z9vKPs1s3/X\nxdKuR3jt5h3oA2v2ZfCWp6N8PpvEviS3Nt4x8aXj+JNYiflrd5gogtcnnEFukEOPWMnvXQeO\nviLaaL428HeBxpQ1u/8AFT3Qmty4CW1hDCWnuZQQdybnhi28bmnXng13TusaM7sERRksxwAP\nU1wXwz1Twn8VIbL4p6Jpkq3GpWT6daaleRlJZrGO5kKMi7iBFIw81TwWVoy3QAAHd29vFaW8\nUEESQwRKEjjjUKqKBgAAcAAdqkoooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiig\nAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA8R/Zi/4pr/AIWR8P3+\nT/hFPFd59kiP8Nle7dQt8f7I+1SRj08ojtXt1eIy/wDFFftgwv8A6qx8eeFGjOOjXumT7l/4\nE0F8/wBRB7V7dQAUUUUAef6OPBnwq8aL4asy+m6t43vr/XIrZvMaGe5RITc7CcrGzDEmwEbj\n5rgH5jXoFcf8SPhpYfEiHQGuLq406/0LV7bWdPv7TaJYZYmIZRuBBWSJpYnBHKyt3wa3/D/i\nLS/FmkQaro2oW2qabOWEV3aSCSNyrFWAYccMrA+hBFAGjRRRQAUUUUAFFFFAHin7Q/8AyPPw\nC/7H3/3DarXtdeKftD/8jz8Av+x9/wDcNqte10AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAc\n38S7640z4c+Kry0me3urfSbuWKaM4ZHWFirA9iCAa+PtQ8caj8Yvg1+y14Om+Id5plr41trO\nHxZrWk6mE1KaVdJa4Fs0wJaNp5kKseGJBXuQft+8s4NRs57S6hjuLWeNopYZVDJIjDDKwPBB\nBIIryTSf2PfgnoHiTTdf0r4YeG9L1jTbhLu0u7GxWB4ZUYMjrswMggGgDy/4b+DV/Z0/ap0D\n4e+FPFmu654V8S+G7/VL/wAPa5qb6g2ky20tusNzE8hLxpL50iFScEpnsMfWNeWWlp4X8Ift\nBXv9nfD3Vx4n8W6et3qfja207fYlbdRFHbTXJfMb7Y12xquDgE8816nQAUVh+NfEtx4R8N3W\nq22gar4nmgKY0vRVha6l3MFOwSyRocZ3HLDgHGTxXl//AA0hrn/RCfij/wCAul//ACfQBn/s\nu/8AI4/tB/8AZRZ//TZp1e+V83fsZa7N4m1D466nPo+oaBNc/EKd203VVjW5gP8AZunjbII3\ndAeM8Meor6RoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigA\nooooAKKKKACiiigAooooAo67rlh4Z0TUNY1S6jstM0+3ku7q5lOEhiRSzux9AoJ/CvJf2Y9E\nv9S0HW/iXr1rJaeIvH92uqm2nGJLLTlXZp9qR2KQYdh/z0mlqh8eifiv478L/Bq2JfTb4Lr/\nAItK9F0mCQeXbN/19XCrHjPMcVxXuN1dW+m2c1zczR2trBGZJJZWCJGijJYk8AADOaAOO+I1\nx4a8VRyfDTV9VuLPUPFmmXscdvYM6XLWqqqXEiyKpEYAmQbmxy4Aya6zSNJs9A0my0zTraOz\n0+ygS2traFdqRRIoVEUdgAAB9K4zwh4E0ibx/rXxMt9WOvXHiLT7O20+cMrwWmnom9Y7dl6r\nJI7zM38W5B0Ra76gAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKK\nKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA8R/an/AOKa0fwR8Q0+RvBfieyv\nbqQdRYXJaxu/wWK6aQ/9ch6V7dXN/ErwRafEv4eeJvCV/j7Hrmm3GnSsRnassbJuHuN2R7iu\nY/Zs8b3fxD+Bfg3WdTz/AG0bFbPVFJyVvrdjb3QP0mikFAHpdFFFABXnvw3+HC/C3X/F6W+q\nRHw/4i1dtW07SWTY1lcypuu0Rs/MskitOFAG0vL1B49Crzj48/DO9+JngZYtCuodN8YaNeRa\nz4e1CfPl29/CSYw+Mny5FLwyAA5jlfg0Aej0VFatM9rC1wiR3BQGRI3LqrY5AYgZGe+B9BUt\nABRRRQAUUUUAeKftD/8AI8/AL/sff/cNqte114p+0P8A8jz8Av8Asff/AHDarXtdABRRRQAU\nUUUAFFFFABRRRQAUUUUAFFFFAGf4g1ZdA0HUtTaF7hbK2luTDH95wilto9zjFfKPwx+GPxS/\naN+Hvh34i+Ifjz4i8NDxLYxata6D4Jt7W1tNOhmUOkBkeN3mZQwDM5zuBHavr0gEEEZBr5vv\nf2FfCtpe3Mng3x58SPhlp1xK876L4O8TPa6ersSzlIHSRY8kk4TAGeABQA34dap4/wDg78fN\nE+GPivx2/wATNB8S6Ne6npmoahZRQanpslo8CvHM0QCyxOJ/lcqG3KR0FfSdeT/B39mjwj8F\n9X1DXbG51vxL4r1CFbW78TeKdTk1HUZYA24Rea5wibudqBQSBnOBj1igAooooA8D/Zd/5HH9\noP8A7KLP/wCmzTq98rwP9l3/AJHH9oP/ALKLP/6bNOr3ygAooooAKKKKACiiigAooooAKKKK\nACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACsbxl4u0rwD4T1fxJrt2ljo\n+k2sl5d3D9EjRSzHHc4HAHJOAK2a8F+JZ/4Xf8ZtI+GkH77wr4Xa38ReLWHKTzBt+nae3Y7n\nX7TIp/ghiB4koA2v2cPCOqwaJrHj3xVaNZ+NPHNyuqXtpL9/TrULtsrH/tjDjd6yyTH+Kt/4\nz+AX+MHhGfwXFraaZYXlxbjXYohunuNOLEy2ykMDH5wQxlzn5DIAM8j0GvNfgt8MtR8DxeJN\nc8TXVtqPjbxRqL6hqt3ZlmgjRfktbWEsA3lQwhVGQMsZGwC5oA9GtraKzt4reCJIIIkCRxRq\nFVFAwAAOgA7VJRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFF\nFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFeI/A3/ij/AIt/GLwI3yQpq0Pi\nzTlPGbbUYyZcDuBeW94Tj++K9urxD4o/8UL+0T8LfGS/u7HXUuvBWpv23Sr9qsWP0lt5YwfW\n5x3oA9vooooAKKKKAPMPDvhLxN4P+OHiK7tWk1DwH4ntF1CYTXILaVqkQjiYRqxz5VxFtbC5\nCPAx48yvT6xPG/hybxf4O1rRLbVr3QbnULSW2i1TTpTHcWjspCyxsCMMpwR9Kxvg9rHirWvh\n7pknjfS/7J8WW++z1KNCDDPNE5jNxDg/6qXb5iA8hXAPIoA7SiiigAooooA8U/aH/wCR5+AX\n/Y+/+4bVa9rrxT9of/kefgF/2Pv/ALhtVr2ugAooooAKKKKACiiigAooooAKKKKACiiigAoo\nooAKKKKACiiigDwP9l3/AJHH9oP/ALKLP/6bNOr3yvA/2Xf+Rx/aD/7KLP8A+mzTq98oAKKK\nKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiijpQ\nBw3xo+KEPwj+H97rv2RtU1R3jsdJ0mI4k1G/mYR29snu7kZP8KhmPCmqvwK+GE3wt8Cpaand\nrqnirVLiTVvEGqqMfbdRmwZnA7IuFjRf4Y40HauD+Hn/ABkJ8WH+JM/73wJ4Wln07wfEeUvr\nvmK71X0K/ft4Tz8omcf6wV6N8ZrTxnqvgefSvAksVhrmpzR2LavM4H9l27nE12in/WSImdid\n3K54BoAyfF/w+1zx38YvDF9qU0UHgPwxF/alvaRSnzdQ1di6RtKuOIrePLqM/NJKp/5ZivT6\nyfCXhm08F+FtI0Cwe4kstMtYrOF7uZppmRFCgu7csxAySeSa1qACiiigAooooAKKKKACiiig\nAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKK\nKKACiiigAooooAK8t/ad8HX3jX4H+J7fRl3eItOiTWtHIGWF/ZyLdWwHcZkhVTjsxr1KigDB\n8BeMbD4h+B/D/inS236drWnwajbnOT5csauuffDVvV4f+y4f+ETsfG/wzl+R/BXiC4gsoz1/\nsy6P2yyI9VVJ2hHvbkdq9woAKKKKACvMPjHf+MfCmq+E/FfhpLzWdHsLw2ev+HLODzZbqzuC\nifaYgAWMtu4V9o+9GZhjO2vT6KACivMPDPiDxhoXxl17wt4hiuNX8N6pCdX8Pa3DaAR2irsS\nfT7hkUBWVmWSJ25dHYZJjOfT6ACiiigDxT9of/kefgF/2Pv/ALhtVr2uvFP2h/8AkefgF/2P\nv/uG1Wva6ACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAPA/wBl3/kcf2g/\n+yiz/wDps06vfK8D/Zd/5HH9oP8A7KLP/wCmzTq98oAKKKKACiiigAooooAKKKKACiiigAoo\nooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvDPjlr+o/EbxJb/AAY8KXktne6pbC68\nU6xath9H0hiVKq38NxckNFH3VRLJ/AM9j8aviynwq8N2zWVg2veLNYuBp3h/QIm2yaheMCVU\nn+CJAC8kh4RFYnsC34JfCqT4YeGrp9Wvl1zxlrlydT8Q63s2/bbxgAQgPKwxqFjjT+FEUdck\ngHWWWk23gvwlDpvh7SY1tNLshBp+lWxWJNsaYjhUnhRwFBPA71yHwQ8GeJvDfh++1Xxtqj6j\n4x8QXP8AaOpQRTs9np5KhY7O1U8COJAq7gMyNuc8tgV/CfgzxXqnxY1vxn4svza2FoJdL8N+\nH7G5Y28dqWUyXlxjAknmKLhSCIkAAyzOa9PoAKKKKACiiigAooooAKKKKACiiigAooooAKKK\nKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigA\nooooAKKKKAPDvG3/ABbn9p/wT4oX91pXjawl8I6k3RReQiS70929yv26LJ7yIPSvca8w/aV8\nEah47+DevW+iLnxPpgi1vQ2AyRqFpItxbgem54gh/wBl2Heut+HXjjT/AIl+AvDvizSm3adr\nenwahBk5KpIgcKfcZwR2INAHRUUUUAFFFFAFPWbS6v8ASL62sr59MvZoJI4L6ONZGt5CpCyB\nGBVipIOGBBxg8Vw/wS8X+J/Evhm70/xtpEml+L9CujpmpTRwMlnqDqqsl3asRhopUZXwOUYs\njcrz6JRQAUUUUAeKftD/API8/AL/ALH3/wBw2q17XXin7Q//ACPPwC/7H3/3DarXtdABRRRQ\nAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHgf7Lv/I4/tB/9lFn/wDTZp1e+V4H\n+y7/AMjj+0H/ANlFn/8ATZp1e+UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAU\nUUUAFFFFABRRRQAUUUUAFc38Q/iDofwt8H6j4m8RXf2PS7FAzlVLySuSFSKNBy8jsVVUHLMw\nA61b8Y+MdF+H/hfUvEXiLUoNJ0XToTPdXlw2EjQfqSTgBRkkkAAkgV4Zo8M3j3UU+M3xZC+E\nfBfh5WvvDPhzWGEI09MEf2nfgnAumUny4z/qFbHMjEqAb/wm8G6tf65f/F/4lxRaX4ku7Rod\nN0i4kXyvDOl5DmEt93z5MK88nTKqg+WMZ3fE/wANNd8ffFbSdT1zVYofAfh8w32m6JYSust/\nqIJInvGwB5cOFMcSkgv87n5VUM8c/C+0+PF34ZvNU1t734cxwpqD+GUtjHHq05KvA907Hc8K\nDDfZyoDNgvuCha9SAAAAGAO1AC0UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRR\nQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAF\nFFFABXhnwB/4tz49+IHwnl/d2enXf/CSeHkPAOmX0ju8Sj0hu1uUx2RoumRXudeGftHf8W+8\nQ+BPi5D+7h8NX39l68443aNfMkUzN6iGcWs/ssUnqaAPc6KOtFABRRRQAUUUUAFFFFAHin7Q\n/wDyPPwC/wCx9/8AcNqte114p+0P/wAjz8Av+x9/9w2q17XQAUUUUAFFFFABRRRQAUUUUAFF\nFFABRRRQAUUUUAFFFFABRRRQB4H+y7/yOP7Qf/ZRZ/8A02adXvleB/su/wDI4/tB/wDZRZ//\nAE2adXvlABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFc18\nQ/iN4d+FXha68Q+J9Sj0zTICE3MC0k0jcJFEi5aSRjwqKCzHgCuT+LPx90j4a3sWg6fZT+Lf\nHN1CZ7TwzpjqJRGOPPuZW+S1twes0pA67Qx+WvKNR+GnxSufF+jeJr/S9J8YfEW6jkez1bUL\njb4Y8FxHAK2tsD51zcMDzKVUvjG+JPkIBD4m15b690b4kfGuC50yxS6DeCPhVbJ9pvp7of6u\neeBCftF6cgrEMx24OSd2519t1v4a6R8Xh4M13xfpN7E+lKuoJ4ZvbhXtYbxlQq1xGhaOaWEh\nghyyqWZhk7WHU6b4ejSPR7vV1tNX8Q6fafZ/7YNokchZlQTNGOTEsjIpKKccAc4FbFABRRRQ\nAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFF\nFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABWd4j8Pad4t8P6noer2qX\n2lalbSWd3bSjKywyKUdD7FSRWjRQB4z+zN4h1G28Pax8OfEV0934o8A3S6RNczH95fWJXfYX\nh9TJBtVj/wA9IpR2r2avCPjwsnwm8ceH/jRaRO2l6dAdF8XxwgktpEj70u8DqbSY+YcDIilu\nK9zgnjuoI5oZEmhkUOkkbBlZSMggjqCO9AElFFFABRRRQAUUUUAeKftD/wDI8/AL/sff/cNq\nte114p+0P/yPPwC/7H3/ANw2q17XQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUVn+INWXQN\nB1LU2he4Wytpbkwx/ecIpbaPc4xXyj8Mfhj8Uv2jfh74d+IviH48+IvDQ8S2MWrWug+Cbe1t\nbTToZlDpAZHjd5mUMAzOc7gR2oA+vqK+bPh1qnj/AODvx80T4Y+K/Hb/ABM0HxLo17qemahq\nFlFBqemyWjwK8czRALLE4n+VyobcpHQV9J0AFFFFAHgf7Lv/ACOP7Qf/AGUWf/02adXvleB/\nsu/8jj+0H/2UWf8A9NmnV75QAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRTXd\nY0Z3YKijJZjgAetcl8RPi74O+E/hWPxJ4s8QWmjaJLIsMV5KS6yuysyqgQEuSqsQFB4U0Adf\nRXzhpP7dfgX4haJfXHwu0jxP8TtUid4YLHSNDuoYpJFAwZLmaNYoUJONzsDwcKcVNoUf7Sfx\nQ8yTXZPCvwV0SZQVtNMB13XIvVTM+20QnswjlxjpQB7B8Q/ij4T+FGif2t4u16z0KyZvLiNy\n/wC8nftHFGMvK57IgZj2FfM/iT4+fGX44eMV8I/DT4ceJfBHhgTRx6n4w8Q2i2F0sDbCzWyz\nqUjbY2Q22aQHhooz8w9W+HH7Ifw++HvjCLxncR6r408dx7gvirxdqMmo36A5GIy2I4gAxUeW\ni4BxXtdAHgll+xR8NoNQEl5Hq2s6Y4SW80fU79prbVLtWJN5fZHmXkpyBid3jUAbEWveIokt\n4kiiRY40UKqIMBQOgA7Cn0UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUA\nFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRR\nRQAUUUUAFFFFABRRRQBDeWdvqNnPaXUMdzazxtFLDKoZJEYYZWB4IIJBBrwr4JalJ8G/GVz8\nFNbuHNjDG994HvrliTeaWPv2O4/emtD8mM5MJibHDEe91xPxc+FOmfF7wodKvZ59M1C2mS90\nrWrLAutLvE5iuYWPRlPBB4ZSytlWIoA7aivHvhH8aLu/1j/hX3xDih0H4n2MbFoFUx2utwpx\n9tsGbiSNhgtGCXiJKsMAMfYaACiiigAooooA8U/aH/5Hn4Bf9j7/AO4bVa9rrxT9of8A5Hn4\nBf8AY+/+4bVa9roAKKKKACiiigAooooAKKKKACiiigAooooAQgEEEZBr5vvf2FfCtpe3Mng3\nx58SPhlp1xK876L4O8TPa6ersSzlIHSRY8kk4TAGeABX0LrOq2+haRfandlltbKCS5lKjJCI\npZsDvwDXy34N1P8AaU+PnhTSfHOj+LfBnwx8Oa7bR6jpOkHRZNWvBaSqHha5leVE8xkZSQi4\nGcdc0AdZ8K/h78KfgL8Y08ORa5rniD4s+I9Ka5/tbxTdXWp6hc2ETnK/aWXyo0DjOwFSSAcH\nAx9CV8+/DP4lfE7wh8XdO+GfxZHh7WZ9b0261LQfE3huKW2W4+zNELiC4t5GbZIBPGwZG2kc\nda+gqAMTxl4x0zwF4dutc1g3g0+2KCQ2NhPey/MwUYhgR5G5YZwpwOTgAmvNP+Gu/ht/z18V\n/wDhEa3/APIdezUUAfOP7G/iKz8W6l8ddZ04XQsbz4gzyw/bLOa0lK/2Zp33oplSRPoyg4we\n9fR1eKfs8f8AI8/H3/sff/cNpVe10AFebfFH9oTwZ8HNTs7DxNLrUVxdwmeL+zfD2oahGVDF\nTmS3gkUHI+6SD0OMEZ9JooA8Pf8AbM+GCWS3Rm8VmJgCCPBGt9/+3Oiz/bM+GV7HI8b+LdqH\nHPgjW+eM8YtK9wooA8Jsv20/hrfTiNYvGUald3mP4H1nb9OLUn9KjuP21fh5Be+Qum+OZk3B\nftEfgfV/L+vNsDgfSveqKAPBNa/bW+H2ktGINL8darvGSbLwRq2E+vmW6fpmor39t34fWujp\neRaP4+vLlsZ0+HwNqwnXPXJe3WPj2f6Zr6AooA+e9F/be8Davp93cy+GfiNpssH3LW68Dao8\nk/GfkMULoPT52X8uayvDn7eXhzXtVFpcfC74u6Lb7Sxv77wRdPCpHRSIPMfJ7fJj1Ir6ZooA\n+WNV/bwa28SPp2m/AX4z6xp6TrF/a8Pg24jgZCRmRVfEm3qcMgPHSr3jX9sbXtMubaPwj8DP\niL4pjkQtLNeaFe6asbZ4XEluxP1xX0zRQB8ya5+1R8R5vA9vc+Gv2ffGF54vk2eZpupgWtlF\nnO7FwwDMRxjMSg56jHLfBPx3/aB1jQdROufs9X2naw2RYtBrGnfZY/l4MokvFkbDdQoGR3B5\nr6dooA+T/A2tfthyeITdeIfDvw/n0xomUWEl6+mhHOMOXi+2MwHPAIzmq+ofAX9pfxj4zbW9\nR+Nen+FLA3IuI9D0u2kvbWBQQREpQWjuvGD5jMSOua+uKKAPlvx1+wvD8bdUttQ+LHxI17xi\n1vF5Een2VjY6fZBNxYjyxC75yTz5m73ruPCH7GHwa8Gx6eIfBFnrEmnxrFaS+IppdWa3VQAo\nj+0vII8ADAQKB2Ar2yigCK1tYbK3jt7eGO3gjUKkUShVUDoABwBUtFFABRRRQAUUUUAFFFFA\nBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUU\nUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcj8Tf\nhV4b+Lnh4aR4jsjOkUouLO8t5Ghu7C4X7k9vMuHikU9GUj0OQSD5xF/wu74SqkRjsPjV4diA\nVXV49J8QRr/tbiLW6OB1zbk56GvdaKAPEx+1RpenHb4i+HvxJ8Mv3+0eErm+QH08yxFwn/j1\ndh8OfjZ4X+Kl5eWugjXFntI1kmXVvDuoaYACcDDXUEasfZSTXeUUAFFFFAHin7Q//I8/AL/s\nff8A3DarXtdeKftD/wDI8/AL/sff/cNqte10AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAR3F\nvFd28sE8aywyqUeNxlWUjBBHcEV8yWH7KHxJ+HdqujfCz4/6t4Q8HwEiy0HWfD1pra2MZORF\nDNKUkEa5wqsWwABk19P0UAeLfCP9nS88FeNpvHXjbx5q/wATPHTWTabBqeo28NnbWNszq7pb\nWsICRl2RNzZLHaBkDOfaaKKACiiigDxT9nj/AJHn4+/9j7/7htKr2uvm7wx4h8XfB/4i/FpJ\nPhP4x8U2PiDxQus2GpaA+mNbvAdNsYMHz72Jwwe3kyNuMY55rq/+GgvEv/RBPib/AOUT/wCW\ndAHs1FeM/wDDQXiX/ognxN/8on/yzrBuf2u7u18Wjww/wP8Aie2vGx/tL7FHb6S7fZ/M8vzM\nrqJGN/GM59qAPoSivC/+Gmtd/wCiA/Ff/wABNK/+WFH/AA01rv8A0QH4r/8AgJpX/wAsKAPd\nKK8L/wCGmtd/6ID8V/8AwE0r/wCWFH/DTWu/9EB+K/8A4CaV/wDLCgD3SivC/wDhprXf+iA/\nFf8A8BNK/wDlhR/w01rv/RAfiv8A+Amlf/LCgD3SivC/+Gmtd/6ID8V//ATSv/lhR/w01rv/\nAEQH4r/+Amlf/LCgD3SivC/+Gmtd/wCiA/Ff/wABNK/+WFH/AA01rv8A0QH4r/8AgJpX/wAs\nKAPdKK8L/wCGmtd/6ID8V/8AwE0r/wCWFH/DTWu/9EB+K/8A4CaV/wDLCgD3SivC/wDhprXf\n+iA/Ff8A8BNK/wDlhR/w01rv/RAfiv8A+Amlf/LCgD3SivC/+Gmtd/6ID8V//ATSv/lhWT/w\n2Lcf8JX/AMI1/wAKO+Kf9u/Yv7R+xfY9L3/Z/M8vzP8AkIYxv465oA+iqK8L/wCGmtd/6ID8\nV/8AwE0r/wCWFH/DTWu/9EB+K/8A4CaV/wDLCgD3SivC/wDhprXf+iA/Ff8A8BNK/wDlhR/w\n01rv/RAfiv8A+Amlf/LCgD3SivC/+Gmtd/6ID8V//ATSv/lhR/w01rv/AEQH4r/+Amlf/LCg\nD3SivC/+Gmtd/wCiA/Ff/wABNK/+WFH/AA01rv8A0QH4r/8AgJpX/wAsKAPdKK8L/wCGmtd/\n6ID8V/8AwE0r/wCWFH/DTWu/9EB+K/8A4CaV/wDLCgD3SivC/wDhprXf+iA/Ff8A8BNK/wDl\nhR/w01rv/RAfiv8A+Amlf/LCgD3SivC/+Gmtd/6ID8V//ATSv/lhR/w01rv/AEQH4r/+Amlf\n/LCgD3SivC/+Gmtd/wCiA/Ff/wABNK/+WFZP/DYtx/wlf/CNf8KO+Kf9u/Yv7R+xfY9L3/Z/\nM8vzP+QhjG/jrmgD6Korwv8A4aa13/ogPxX/APATSv8A5YUf8NNa7/0QH4r/APgJpX/ywoA9\n0orwv/hprXf+iA/Ff/wE0r/5YUf8NNa7/wBEB+K//gJpX/ywoA90orwv/hprXf8AogPxX/8A\nATSv/lhR/wANNa7/ANEB+K//AICaV/8ALCgD3SivC/8AhprXf+iA/Ff/AMBNK/8AlhR/w01r\nv/RAfiv/AOAmlf8AywoA90orwv8A4aa13/ogPxX/APATSv8A5YUf8NNa7/0QH4r/APgJpX/y\nwoA90orwv/hprXf+iA/Ff/wE0r/5YUf8NNa7/wBEB+K//gJpX/ywoA90orwv/hprXf8AogPx\nX/8AATSv/lhR/wANNa7/ANEB+K//AICaV/8ALCgD3SivC/8AhprXf+iA/Ff/AMBNK/8AlhWT\n/wANi3H/AAlf/CNf8KO+Kf8Abv2L+0fsX2PS9/2fzPL8z/kIYxv465oA+iqK8L/4aa13/ogP\nxX/8BNK/+WFH/DTWu/8ARAfiv/4CaV/8sKAPdKK8L/4aa13/AKID8V//AAE0r/5YUf8ADTWu\n/wDRAfiv/wCAmlf/ACwoA90orwv/AIaa13/ogPxX/wDATSv/AJYUf8NNa7/0QH4r/wDgJpX/\nAMsKAPdKK8L/AOGmtd/6ID8V/wDwE0r/AOWFH/DTWu/9EB+K/wD4CaV/8sKAPdKK8L/4aa13\n/ogPxX/8BNK/+WFH/DTWu/8ARAfiv/4CaV/8sKAPdKK8L/4aa13/AKID8V//AAE0r/5YUf8A\nDTWu/wDRAfiv/wCAmlf/ACwoA90orwv/AIaa13/ogPxX/wDATSv/AJYUf8NNa7/0QH4r/wDg\nJpX/AMsKAPdKK8L/AOGmtd/6ID8V/wDwE0r/AOWFZP8Aw2Lcf8JX/wAI1/wo74p/279i/tH7\nF9j0vf8AZ/M8vzP+QhjG/jrmgD6Korwv/hprXf8AogPxX/8AATSv/lhR/wANNa7/ANEB+K//\nAICaV/8ALCgD3SivC/8AhprXf+iA/Ff/AMBNK/8AlhR/w01rv/RAfiv/AOAmlf8AywoA90or\nwv8A4aa13/ogPxX/APATSv8A5YUf8NNa7/0QH4r/APgJpX/ywoA90orwv/hprXf+iA/Ff/wE\n0r/5YUf8NNa7/wBEB+K//gJpX/ywoA90orwv/hprXf8AogPxX/8AATSv/lhR/wANNa7/ANEB\n+K//AICaV/8ALCgD3SivC/8AhprXf+iA/Ff/AMBNK/8AlhR/w01rv/RAfiv/AOAmlf8AywoA\n90orwv8A4aa13/ogPxX/APATSv8A5YUf8NNa7/0QH4r/APgJpX/ywoA90orwv/hprXf+iA/F\nf/wE0r/5YVn237Xd3deLT4YT4H/E9deFj/aX2KS30lG+z+Z5fmZbUQMb+MZz7UAfQlFeM/8A\nDQXiX/ognxN/8on/AMs6P+GgvEv/AEQT4m/+UT/5Z0ARftD/API8/AL/ALH3/wBw2q17XXzd\n4n8Q+LvjB8RfhKkfwn8Y+FrHw/4obWb/AFLX30xbdIBpt9BgeReyuWL3EeBtxjPPFfSNABRR\nRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAV4r/zeh/3T/8A9yNe1Vh/\n8IXpH/Cbf8Jb9lP9v/2f/ZX2rzGx9m8zzdm3O37/ADnGffFAG5RRRQAUUUUAFFFFABRRRQAU\nUUUAFFFFABRRRQAV4r/zeh/3T/8A9yNe1Vh/8IXpH/Cbf8Jb9lP9v/2f/ZX2rzGx9m8zzdm3\nO37/ADnGffFAG5RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAV4r/zeh/3T/8A9yNe1Vh/\n8IXpH/Cbf8Jb9lP9v/2f/ZX2rzGx9m8zzdm3O37/ADnGffFAG5RRRQAUUUUAFFFFABRRRQAU\nUUUAFFFFABRRRQAV4r/zeh/3T/8A9yNe1Vh/8IXpH/Cbf8Jb9lP9v/2f/ZX2rzGx9m8zzdm3\nO37/ADnGffFAG5RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAV4r/zeh/3T/8A9yNe1Vh/\n8IXpH/Cbf8Jb9lP9v/2f/ZX2rzGx9m8zzdm3O37/ADnGffFAG5RRRQAUUUUAFFFFABRRRQAU\nUUUAFFFFABRRRQAV4r/zeh/3T/8A9yNe1Vh/8IXpH/Cbf8Jb9lP9v/2f/ZX2rzGx9m8zzdm3\nO37/ADnGffFAG5RRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUA\nFFFYfjnxfYfD7wVr/ijVWZdM0TT7jUrooMt5UMbSPgeuFNAG5RXxzfftC/HHwV8I9J+OHinT\nvB7fD66W01DUPClhbXI1TTtMuHQJMt00hSWZFlR3QxKCAwBBFfYaTJJEsqurRsu4ODwR1zmg\nB9FfHmnftBfHD4g/CzW/jT4MsfBy/D+zN5d6X4Z1G2uW1LVtPtndXlNysoSGWQRO0aeWwGVy\nTnNfUfw+8a6f8SfAfh3xZpRb+zNc0631K2EnDCOWNZFDehAbBHqDQB0FFFFABRRRQAUUUUAF\nFFFABRRRQAUUVh+OfF9h8PvBWv8AijVWZdM0TT7jUrooMt5UMbSPgeuFNAG5RXxzfftC/HHw\nV8I9J+OHinTvB7fD66W01DUPClhbXI1TTtMuHQJMt00hSWZFlR3QxKCAwBBFfYkciTRrJGwd\nHAZWU5BB6EUAOor5M8afFn9ozSPh/wCMfihHofg7wz4Z8PreX0PhDXre5fVLuwtixeSS5SYR\nwyyJGzIojYDcuSc19K+AfFkPj3wL4c8T29vJaQa1pttqUdvN9+JZolkCt7gNg/SgDeooooAK\nKKKACiiigAooooAKKKKACiisPxz4vsPh94K1/wAUaqzLpmiafcaldFBlvKhjaR8D1wpoA3KK\n+Ob79oX44+CvhHpPxw8U6d4Pb4fXS2moah4UsLa5Gqadplw6BJlumkKSzIsqO6GJQQGAIIr7\nEjkSaNZI2Do4DKynIIPQigB1FfK/7Zn7V+u/BKTTNE8CWFnqviCOSzvtdmvUaSDTNNmu47SM\nsAy/vZZZQEXP3Y5WxwK+qKACiiigAooooAKKKKACiiigAooooAKKKw/HPi+w+H3grX/FGqsy\n6Zomn3GpXRQZbyoY2kfA9cKaANyivjm+/aF+OPgr4R6T8cPFOneD2+H10tpqGoeFLC2uRqmn\naZcOgSZbppCksyLKjuhiUEBgCCK+xI5EmjWSNg6OAyspyCD0IoAdRXydpXxv+NHxfsdW8ZfD\nVfA1p4Ti1C7svD2h+IFnN/4kS2laKWVZ1lRIA7xuIxsfGAX4r6o02e4utOtZru1NldSRI8ts\nZBJ5LkAsm4cNg5GRwcUAWaKKKACiiigAooooAKKKKACiiigAoorD8c+L7D4feCtf8UaqzLpm\niafcaldFBlvKhjaR8D1wpoA3KK+Ob79oX44+CvhHpPxw8U6d4Pb4fXS2moah4UsLa5Gqadpl\nw6BJlumkKSzIsqO6GJQQGAIIr7EjkSaNZI2Do4DKynIIPQigB1FfGlr+0h8ZPF/wU8WfG7QG\n8E6X4P0NtTnh8J6rZXMl/cWtlLIkomu1nVYZ38lyqCFgNyZJzmvq7wH4qTx14G8O+JY7WWxj\n1nTrbUVtZ/8AWQiWJZAje43YPuKAN2iiigAooooAKKKKACiiigAooooAKKKa7bEZsFsDOB1N\nADqK+Z/hH8ePib4r/af1DwN418NaX4T0WfwcvifT9JilNxqFuGvTbKt1MD5fmEI7FIwQu5Ru\nYgmvpckKCScAdSaAFor48079oL44fEH4Wa38afBlj4OX4f2ZvLvS/DOo21y2patp9s7q8puV\nlCQyyCJ2jTy2AyuSc5r6j+H3jXT/AIk+A/DvizSi39ma5p1vqVsJOGEcsayKG9CA2CPUGgDo\nKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACvOf2kPBt/8Q/2fviR4\nZ0pDLqmreHb+ztIh/wAtJngcRr+LED8a9GooA+CPil8ffB/xM/YD07wX4c1qw1P4geJdG0/w\nva+EoZ1OpJqBMUMsUlvnfH5RWQszAABc55GfsXTtf8Ppff8ACt11uCTxNaaJHcS2Ct+/W1P7\nkT4/ulgR9a1rXwN4bsvEU3iC38P6Vb69MCJdUiso1upAeoaULuP4mrieH9LTXJNaXTbRdZkt\nxavqIgUXDQhtwjMmNxQMc7c4zzQB8NfBb49eDvhD+wjqXgrxRrmn6X4+8Jadqfh288Kzzquo\nS3weZIY4oCd8gl3xlWUEEPnPBx9TfsweCdR+HH7Onw28M6vG0Gq6ZoFlb3cLdYphCu9D/usS\nv4V2d34G8N3/AIhg1+58P6Vc67AAIdUlso2uowOm2UruGPY1uUAFFFFABRRRQAUUUUAFFFFA\nBRRRQAV5z+0h4Nv/AIh/s/fEjwzpSGXVNW8O39naRD/lpM8DiNfxYgfjXo1FAHwR8Uvj74P+\nJn7AeneC/DmtWGp/EDxLo2n+F7XwlDOp1JNQJihlikt874/KKyFmYAALnPIz9meH/FOgadrt\nt4ATWbefxPp2kw3kunBv3wtc+UsxH90upH1q/a+BvDdl4im8QW/h/SrfXpgRLqkVlGt1ID1D\nShdx/E1cTw/paa5JrS6baLrMluLV9RECi4aENuEZkxuKBjnbnGeaAPjLVfjR4L/a98Q6hY6/\n8RPDfhX4IaXfG3Ok3GtW9vf+LZYX+ZptzhobEOvyoMNLjJKqQK+0NFvdO1HR7K60ie1utKmh\nR7SaydXgeIgbDGy/KVIxgjjHSuM/4Z6+Ff8A0TTwf/4IbX/43Xb6bplnounW1hp9pBY2NrGs\nMFrbRiOKJFGFVVUAKoAAAHAoAs0UUUAFFFFABRRRQAUUUUAFFFFABXnP7SHg2/8AiH+z98SP\nDOlIZdU1bw7f2dpEP+WkzwOI1/FiB+NejUUAfBHxS+Pvg/4mfsB6d4L8Oa1Yan8QPEujaf4X\ntfCUM6nUk1AmKGWKS3zvj8orIWZgAAuc8jP2Fa+MtJ0G4k8EWF7Bq/jPSdCTUF0NZhHPNCo8\ntHy3Cq8i7dxOATzWza+BvDdl4im8QW/h/SrfXpgRLqkVlGt1ID1DShdx/E1cTw/paa5JrS6b\naLrMluLV9RECi4aENuEZkxuKBjnbnGeaAPzS+MjfE7wp+zN43uPHHwd1y18XeK/EWlar4g8T\nyavpclv5qanbfZrWJEuXkEMaLHBGMcFizY3MR+k3hLV9Q17w3YahquiXHhvUbiPfNpV3NFNL\nbNk/IzxMyMe+VYjmrOs6Hp3iLT3sdW0+11Oxdkdra8hWaNmVgyEqwIJDKrA9iAe1XqACiiig\nAooooAKKKKACiiigAooooAK85/aQ8G3/AMQ/2fviR4Z0pDLqmreHb+ztIh/y0meBxGv4sQPx\nr0aigD4I+KXx98H/ABM/YD07wX4c1qw1P4geJdG0/wAL2vhKGdTqSagTFDLFJb53x+UVkLMw\nAAXOeRn7M8P+KdA07XbbwAms28/ifTtJhvJdODfvha58pZiP7pdSPrV+18DeG7LxFN4gt/D+\nlW+vTAiXVIrKNbqQHqGlC7j+Jq4nh/S01yTWl020XWZLcWr6iIFFw0IbcIzJjcUDHO3OM80A\nfl/8PfA/wG8F/sgeOfDvxQbRbX4weFDqunzNqs6rrVvdRzTNYGwDHzQjBoXTyvkZmYnOWNfo\nh+z7N4kuPgT8PZfGPn/8JU+gWLap9qBE32kwJ5nmZ/j3Z3f7Wa6PUfAnhrWNdtdbv/D2lX2s\n2uPI1G5sopLiHHI2SFSy49jW7QAUUUUAFFFFABRRRQAUUUUAFFFFABXnP7SHg2/+If7P3xI8\nM6Uhl1TVvDt/Z2kQ/wCWkzwOI1/FiB+NejUUAfBHxS+Pvg/4mfsB6d4L8Oa1Yan8QPEujaf4\nXtfCUM6nUk1AmKGWKS3zvj8orIWZgAAuc8jP2XoXirQdM1qDwDFq9vc+KdO0iK9k03fib7MD\n5SzEdlLqRn1rQtfA3huy8RTeILfw/pVvr0wIl1SKyjW6kB6hpQu4/iauJ4f0tNck1pdNtF1m\nS3Fq+oiBRcNCG3CMyY3FAxztzjPNAH5i6HoXwg8c/sy+PPiH8RfFtvoHxinuNS1LV9G/tJbN\nLLVoZZPItzpGRDOSY4RiWKR5SSSxJ4/RT4I67r3ij4N+BtY8U2Q07xJf6JZ3OpWgj8ryrh4V\naRdn8HzE/L/D07VqXvw58J6l4gj1688L6Nda5GQU1OfT4nuVI6ESldwx25roqACiiigAoooo\nAKKKKACiiigAooooAKjuLiK0t5Z55UhgiUvJJIwVUUDJJJ4AA71JUdxbxXcEkE8aTQyqUeOR\nQyupGCCDwQR2oA+OIfjZ8Ox/wUKutbPj3wx/Yx+FsNmNR/ti3+zmcatK5i8zft37SG25zg5x\nivqW48ZeHdY8TX3giLWbY+JDpn9oSaej5mS1djGs2P7pbIB9RWL/AMM9fCv/AKJp4P8A/BDa\n/wDxuuvi8O6VBrTaxHplnHq7W4tGv1t0E5gDbhEZMbtgPIXOM84oA+G/gt8evB3wh/YR1LwV\n4o1zT9L8feEtO1Pw7eeFZ51XUJb4PMkMcUBO+QS74yrKCCHzng4+pv2YPBOo/Dj9nT4beGdX\njaDVdM0Cyt7uFusUwhXeh/3WJX8K7O78DeG7/wAQwa/c+H9KuddgAEOqS2UbXUYHTbKV3DHs\na3KACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiii\ngAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK\nKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiii\ngAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK\nKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiii\ngAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK\nKKKACiiigAooooAKKKKACimTSeTE8m1n2qW2oMscdgPWvLT+098Ox8I1+JP9synwy119gGLO\nX7Wbvz/I+zfZtvm+d5ny+Xt3d8Y5oA9VopkUnmxI+1k3AHa4wR7H3p9ABRRRQAUUUUAFFFFA\nBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUU\nUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFA\nBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUU\nUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFACEhQSTgDkk1+cQ1TS0/aLHx4Olt/wzwf\nFptRJ55+yjW/K+y/8JH5ONnkeb/o/mZ+9+961+jNzbQ3lvLb3ESTwSoY5IpFDK6kYKkHggjj\nFZx8I6EfDf8Awjp0XTj4f8n7P/ZX2WP7L5X9zysbdvtjFAGqCGAIOQehFLUVtbQ2dvFb28SQ\nQRII44o1CqigYAAHAAHGKloAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA\nKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACii\nigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA\nKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACii\nigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA\nKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACii\nigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA\nKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACii\nigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA\nKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAP/Z\n", "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAAAAAAAAAAAAAAA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", "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "plot without title" ] }, "metadata": { "application/pdf": { "height": 420, "width": 420 }, "image/jpeg": { "height": 420, "width": 420 }, "image/png": { "height": 420, "width": 420 }, "image/svg+xml": { "height": 420, "isolated": true, "width": 420 } }, "output_type": "display_data" } ], "source": [ "# analytical calculation\n", "W <- 6\n", "L <- 3\n", "curve( dbeta( x , W+1 , L+1 ) , from=0 , to=1 )\n", "# quadratic approximation\n", "curve( dnorm( x , 0.67 , 0.16 ) , lty=2 , add=TRUE )" ] }, { "cell_type": "markdown", "id": "3717d373-ac07-49e3-838d-f57fadb25870", "metadata": {}, "source": [ "### 2.4.5 Markov chain Monte Carlo" ] }, { "cell_type": "code", "execution_count": 11, "id": "7ed1affc", "metadata": {}, "outputs": [ { "data": { "application/pdf": "JVBERi0xLjcKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\neHJlZgoxMzQzMAolJUVPRgo=", "image/jpeg": "/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoM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", "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAACXBIWXMAABJ0AAASdAHeZh94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\nid0AAAAASUVORK5CYII=", "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "Plot with title “”" ] }, "metadata": { "application/pdf": { "height": 420, "width": 420 }, "image/jpeg": { "height": 420, "width": 420 }, "image/png": { "height": 420, "width": 420 }, "image/svg+xml": { "height": 420, "isolated": true, "width": 420 } }, "output_type": "display_data" } ], "source": [ "n_samples <- 1000\n", "p <- rep(NA, n_samples)\n", "p[1] <- 0.5\n", "W <- 6\n", "L <- 3\n", "for (i in 2:n_samples) {\n", " p_new <- rnorm( 1 , p[i-1] , 0.1 )\n", " if ( p_new < 0 ) p_new <- abs( p_new )\n", " if ( p_new > 1 ) p_new <- 2 - p_new\n", " q0 <- dbinom( W , W+L , p[i-1] )\n", " q1 <- dbinom( W , W+L , p_new )\n", " p[i] <- ifelse( runif(1) < q1/q0 , p_new , p[i-1] )\n", "}\n", "dens( p , xlim=c(0,1) )\n", "curve( dbeta( x , W+1 , L+1 ) , lty=2 , add=TRUE )" ] } ], "metadata": { "jupytext": { "formats": "md,ipynb" }, "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "4.3.3" } }, "nbformat": 4, "nbformat_minor": 5 }