diff --git a/01_introduction.ipynb b/01_introduction.ipynb index 96cb0f2d29024e08011b86f4c574285d11f4e8a7..04ed40d7412d230818048789d91e314f00b6b8e2 100644 --- a/01_introduction.ipynb +++ b/01_introduction.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Chapter 1: General introduction to machine learning (ML)" + "# Chapter 1: General Introduction to machine learning (ML)" ] }, { @@ -69,7 +69,6 @@ "source": [ "\n", "## Some history\n", - "**ADD REFERENCE IF POSSIBLE**\n", "\n", "Some parts of ML are older than you might think. This is a rough time line with a few selected achievements from this field:\n", "\n", @@ -1097,7 +1096,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Comment**: `predicted_labels == labels` evaluates as a vector of values `True` or `False`. Python handles `True` as `1` and `False` as `0` when used as numbers. So the `sum(...)` just counts the correct results.\n" + "**Comment**: `predicted_labels == labels` evaluates as a vector of values `True` or `False`. Python handles `True` as `1` and `False` as `0` when used as numbers. So the `sum(...)` just counts the correct results.\n", + "" ] }, { @@ -1129,7 +1129,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we play with a different ML algorithm, the so called `Support Vector Classifier` (which belongs to a class of algorithms named `SVM`s (`Support Vector Machines`). As already said, details about classifiers will follow later.\n" + "Now we play with a different ML algorithm, the so called `Support Vector Classifier` (which belongs to a class of algorithms named `SVM`s (`Support Vector Machines`).\n", + "\n", + "**we will discuss available ML algorithms in a following script**\n", + "" ] }, { @@ -1184,13 +1187,14 @@ "\n", "### Instructions:\n", "\n", - "- Play with parameter `C` for `LogisticRegresseion` and `SVC`.\n", + "- Play with parameter `C` for `LogisticRegression` and `SVC`.\n", "\n", "### Optional exercise:\n", "\n", "Experiment with the so called \"iris datasedt\" which is included in `scikit-learn`:https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html\n", "\n", - "\n" + "\n", + "" ] }, { diff --git a/02_classification.ipynb b/02_classification.ipynb index 320747f8b920a7722b84b5ece5fd04a1fa9e56ce..37d013750d9fed25df26dc321a4a6bb850e9224e 100644 --- a/02_classification.ipynb +++ b/02_classification.ipynb @@ -21,11 +21,6 @@ "In this chapter we introduce the core concepts of classification." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -46,7 +41,8 @@ "E.g. if a data set consists of feature vectors of length 2, you can interpret the first feature value as a x-coordinate and the second value as a y-coordinate.\n", "\n", "Labeled features then group such points to different point clouds.\n", - "\n" + "\n", + "" ] }, { @@ -112,7 +108,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we can see how additional features can support (improve?) classification. We add the `darkness` feature as the third dimension.\n" + "Now we can see how additional features can support (improve?) classification. We add the `darkness` feature as the third dimension.\n", + "" ] }, { @@ -174,7 +171,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If we look at the beer example, we can assume that the person who rated beers has preferences like, \"I don't like high alcohol content\", \"I like fruity beer\", etc." + "If we look at the beer example, we can assume that the person who rated tbe beers has preferences like, \"I don't like high alcohol content\", \"I like fruity beer\", etc." ] }, { @@ -195,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -307,18 +304,25 @@ "max 5.955272 1.080170 7.221285 0.535315 1.000000" ] }, - "execution_count": 4, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "# read some data\n", + "beer_data = pd.read_csv(\"beers.csv\")\n", + "\n", "beer_data.describe()" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -335,14 +339,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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=\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7ffb0504af98>" + "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { @@ -355,7 +359,7 @@ "scores_good = scores[beer_data[\"is_yummy\"] == 1]\n", "scores_bad = scores[beer_data[\"is_yummy\"] == 0]\n", "\n", - "plt.hist(scores_good, bins=25, color=\"green\", alpha=.5) \n", + "plt.hist(scores_good, bins=25, color=\"blue\", alpha=.5) # alpha makes bars translucent\n", "plt.hist(scores_bad, bins=25, color=\"red\", alpha=.5);" ] }, @@ -366,6 +370,33 @@ "Consequence: A simple classifier could use these scores and use a threshold around 3.5 to assign a class label." ] }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "not yummuy\n", + "yummy\n" + ] + } + ], + "source": [ + "def classify(beer_feature):\n", + " scores =( -0.1 * beer_feature[\"alcohol_content\"] + 3 * beer_feature[\"bitterness\"] \n", + " + 0.8 * beer_feature[\"darkness\"] + 1.8 * beer_feature[\"fruitiness\"])\n", + " if scores > 3.5:\n", + " return \"yummy\"\n", + " else:\n", + " return \"not yummuy\"\n", + " \n", + "print(classify(beer_data.iloc[0]))\n", + "print(classify(beer_data.iloc[1]))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -375,6 +406,17 @@ "*Comment*: although this seems to be a simple concept, linear classifiers can work very well, especially for higher resp. very high dimensions." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise section 1\n", + "\n", + "Modify the weights in the beer classifiers and check if you can improve separation in the histogram.\n", + "\n", + "Try weights `[-0.05837955, 3.69479038, 0.6666397 , 1.62751838]` in the beer classifier. These are the weights the `LogisticRegression` classifier in the previous script computed.\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -403,14 +445,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7ffb40030e80>" + "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { @@ -420,17 +462,10 @@ } ], "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "# read some data\n", - "beer_data = pd.read_csv(\"beers.csv\")\n", - "\n", "xv = beer_data[\"alcohol_content\"]\n", "yv = beer_data[\"bitterness\"]\n", "\n", - "colors = [\"rg\"[i] for i in beer_data[\"is_yummy\"]]\n", + "colors = [\"rb\"[i] for i in beer_data[\"is_yummy\"]]\n", "\n", "plt.scatter(xv, yv, color=colors, marker='.');\n", "plt.xlabel(\"alcohol_content\")\n", @@ -460,14 +495,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7ffb0505c128>" + "<Figure size 1440x504 with 2 Axes>" ] }, "metadata": { @@ -485,7 +520,7 @@ "yv = beer_data[\"darkness\"]\n", "zv = beer_data[\"bitterness\"]\n", "\n", - "colors = [\"rg\"[i] for i in beer_data[\"is_yummy\"]]\n", + "colors = [\"rb\"[i] for i in beer_data[\"is_yummy\"]]\n", "\n", "def plot(ax):\n", " ax.scatter(xv, yv, zv, c=colors, marker='.') \n", @@ -517,9 +552,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Decision surfaces\n", + "###### Decision surfaces\n", "\n", - "For a weighted sum of two features `x` and `y` the equation\n", + "The concept of decision surfaces is crucial in classification. \n", + "\n", + "Lets start with an easy to visualize example 2D:\n", + "\n", + "For a weighted sum for two features `x` and `y` the equation\n", "\n", "\n", " weight_x * x + weight_y * y = threshold\n", @@ -556,14 +595,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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qiC4VvHYdY90HqRbYM1EjfCPudg0TnRh+2tnrW+1hWXFTWyF2JnpK6YaXOq1Y90Eq7drUUKNvxN2uYaLdw0+7e307PCy3b2pTPSXBXOK5D5Jt16aGqHwj7nYNE+0efjrR67stxlZjqqckmI1d94GpISrfiDvYe/HsumCm9vom09I5k1CNYDcttTETHSjlVmXegoICvXHjRlf2bTeJioyIUuI0PWcSqhHsxpQ2ppTapLUuiLWdrzx3E0imAZjY65tO03MmoRrBbrzWxgJuG+A3mmsAQuKU7SljwboFlO0pi2v7xlBNUAUlvCXYgtfamHjuFiMx9NRJdvRj4qSW4B+81sZE3C3Gaw3ARJId/kp4S7AbL7UxEXcbsLoBpNuEq4x+BCF1RNwNx5QZeieR0Y8gpI6Iu+F4bYbeKrw0/E2WdBuRCc4i4m44EqLwJ+k4IhOcRcTdAFrz4EwJUYiXaS3pOiITnMMX4u5l4YnHg3M7RJEOXqbTbUhGZILdeF7cvS48yXpwToqR371MN9qQHSMyLzs5puCnc+h5cXdDeJqra5Jsg0h2rUcnxcjvXqZbnVciI7JYbczrTo4J+O0cel7cnRaepg1g4ZiFzHllTtINIhkPzo1FwK3yMk30jEzvvOIRHb+PrpzAb+fQ8+Lu9IRj0wawZvualBtEojF1N8TIqtWTTPSMTJm0bol4RMf0DspOrHIY/HYOPS/u4OyEY9MGcM0517Bu9zrHhdZkMWoJkz0jtyetWyMe0fFqm0gVKx0Gv51DX4i7kzTXAAacMsDxBmGyGLWE3zyjZEjGy4xXdLzYJlLFaofBT+dQFusQHMXEmLtTmBqWMp3W2kw6nlNLF+tQSo0BHgGCwGNa6wea2WYicC+ggQ+01j9KyOI0Jd3Ezk+eUaKYHJYylVji7bdQipXEFHelVBBYDFwCVAAblFIlWuvtUdv0AeYCF2mtv1RKnWKXwX4iHb2OdEbCUokTT4eYzg5Da8TjuRcCH2utPwVQSv0ZuBLYHrXNdGCx1vpLAK31AasN9SPiyaUX4mUmjnSIyROPuJ8B7Il6XQEMbrJNXwCl1DuEQzf3aq1fscRCHyMNN/2Ix8tMt1Bda0iHmDxWZcu0AfoAxUA34G2l1ACt9VfRGymlZgAzALp3727Rrr2LNFyhKRKq+y4SdkmOeBbI/hzIi3rdreF/0VQAJVrrWq31Z8BOwmJ/AlrrpVrrAq11QdeuXZO12VcU5RUxd+hcTzXeRBev9vp+ndx3awusu3n8gjV88803OJWhGI/nvgHoo5TKJyzqk4GmmTDPAdcCjyuluhAO03xqpaGCGbjlWdq9X7vT7eINtbQUqhOP3mxaur5aa0KhEMFgkOeff56JEyeydetW+vbta7tNMcVda12nlLoFeJVwPH2Z1nqbUmoesFFrXdLw3qVKqe1APXCb1rrSTsMFd3BrEtjO/cYSzlT3nYgwtxSqk8l3c2l6fV//8etc2P1CysvLGTlyJEuWLOHyyy/n/PPP52c/+xlZWVmO2BVXzF1r/RLwUpP/3RP1twZubfgRfIxbk8B27jeWcKa670SFubkYs0y+m0vk+tbU8+2T3/KvX/wrL/7uRfLz8ykuLiY3NxeAHj168PDDDztml5QfEBLCrUlgO/cbSzhT3bcVwiyT72YyY8YMvgl8Q2ZeJjWZNZALg3oPAiArK4v/+q//cs02KT8gCNiffijpjf7g97//Pe+//z5/+tOfAJg1axYdO3bkipuvcOz6Wlp+QBD8jt3pdpLO503+8pe/8OSTT7JixQoCgQCVlZXs3buXUChEIBBg8eLFkW1Nu77xpEJ6HqdTyCRlTRC8QdN7tby8nJtvvpnKynA+yBdffMGGDRvYv38/AL/+9a95+eWXCQTMl07fh2USTSFLdfgsKWvpgYRZvE/ZnjJ+sOQHVL9XTWa/TN687U0CewOMGjWKl156iaFDh0Y8dJOQsEwDiWQqWCHMfkhZE+FqHbs6cDnv9lNXV8eqVavo3r076/Q6aupq0Gs1NVnhe/WOi+6gsrKSzMxMAOOEPRF8L+6JZCpYIcxeT1mTkUds7OjA5bzbR1lZGd988w2jRo0iEAjw85//nMsvv5ybfn0TWR2zqL69mqycLIp7FhMIBCLC7nV8L+6JpJBJypo/Rh52Y0cHLufdOvbs2UN5eTmXXHIJALfffjvV1dURcV+/fj3du3cnGAx6+l6Nhe9j7omS7kPjdPIgU7nWVrcTE8/70k1LWbN9Ddeccw0zBs1w1ZbW+Pbbb9mwYQPDhg0D4Cc/+QmrV6/m0KFDtGnThh07dnDqqafSuXNnly21hnhj7iLuwndIhw7ORDE16bwv3bSUf/5//xx5/ejYR40ReK015eXl9O7dm8zMTB5++GFuv/12KioqOOOMM9i5cyd1dXX069cPpVTyOyorg9JSKC6GInPuA5lQFZImHXKyTQyDmHTe12xf853Xbor7kSNHCAQC5OTk8Morr3DZZZfxxhtvMGLECCZPnsyAAQPo0qULgDVFucrKYORIqKmBzExYu9YogY8H704FC0IKNMbNgyroyYlvuzn/9PNbfW03oVCIY8eOAbB7925yc3Mjj/JffPHFPProo/Tv3x+AvLw8xowZY21BrtLSsLDX14d/l5Za990OIZ67kJZ4feLbbjpndUah0GgUis5Z9sera2trycjIoL6+nvz8fK655hr+4z/+g7y8PObPn89FF10EQE5ODjNm2DyKKC4Oe+yNnntxsb37swERdyFtMSkMYhq57XIJBoKEQiGy2mTZMrLRWkdi4uPHj+fbb7/lxRdfJBgMcsstt0Q8c6UUc+fOtXz/rVJUFA7FGBhzjxcRd8E2TJogFOKnbE8Zc16ZQ0iHCAaCLByz0PLrt2DBAlatWsX7778PQHFxMbW1tZH3b7/9dkv3lxRFRZ4U9UZE3H2OWwJrYjZKOmDF9W6cbA7pEApF5fHU1915/vnnueuuu1i/fj3t27enZ8+eDB48mKqqKrKzs7nllltS3odwIiLuPsZNgTUxG8WvNAp6brtc5rwyJ6Hr3VxnYMVDWlu3buXWW2/lkUce4ZxzzqFz587k5eVx6NAh2rdvz7XXXsu1116bzOE6g6FpkIkg4u5DGm/Y3Ud2uyawJpZh8HKYqCXboztwpRQhHSKkQ3Fd75Y6/2Qmmw8fPsxtt93GpEmTuPTSS+ncuTN79+7l4MGDAAwfPpzhw4enfiKcwAdpkCDi7juib9hgIEibQBsI4bjAmpaN4uViX63ZHj1CCugAwUAQhYrrerc2uoo12ay15v7776dXr15cd9115GzbxtpnnqGwSxe49FLy8vLYtm2bZefgBOz2qptLgxRx9x9e8/aib1hCMH3gdLp36u6K/SZlo6QSJorHa7Yz7NWa7U1HSAvHLKTyeGVc1zvR0dXTTz9NZWUlM2fORCnFc889R2FhIdf16kXG6NF8Vl2N+t3v4Kqr7BNDJ7xqH6RBgoh7q3hxUrDpDTvln6ZQlFcUWZTAK52U1SQbJorXa7Yz7NWa7amMkGJ9duPGjZSVlTF79mwA1qxZw86dO5k5cyYQrraYmZkJCxZATQ0qFLLf03XCq/ZBGiSIuLeKFycFm7thvdhJWU2yIpiI12xX2CuW7amMkKI/+/nnn/PCCy8wffp0gsEgL7zwAg899BA33ngjHTp04NFHH6Vjx46Rz0ZK4zrp6Tq1L4+nQYKIe6uYOCkYD01vdi92UnaQjAgm6zVbHc6zI8R1/Phx1q5dy4UXXkhubi5vvfUWP/3pTyksLGTgwIH8y7/8C7fddhsdOnQAoFOnTi0Y56Cn6xOv2gmkKmQMvBZzbw7x3FMj0TZg6vnWWvPBBx9w8skn0717dzZt2kRBQQHLly/nxz/+MUePHmX//v2ceeaZbpsqtIJUhbQIkyYFk8W0zBWvkWgbMGmkdOjQIb7++mt69erFkSNHKCgoYO7cucyfP58LLriAN954gwsvvBAI12zJyclxxU7BekTc0wQ/dFJewc1wXl1dHfv27SMvLw+tNQMHDmTIkCGsWrWKzp0789xzzzFo0CAgvD7oiBEjHLNNcBYRd0GwGKdHSl9++SUnnXQSAFdffTW7d+/mgw8+QCnF73//e84444zItmPHjrXVlhPwwVOeXkbEXRBswM6RUvVbb5H1179CcTH3vvoqv/3tb6msrCQzM5NZs2Zx9OjRSMXFK664whYbYuKTpzy9jIi7IBhOY9KDUopnFizg+v/7f/koEKBHVhaXLlxIh1//mpqaGjIzMxkzZozL1jbgk6c8vYysxCQIBrNt2zby8/N57bXXABhw6BA/UQoaHhi6sLKSX/7yl5F0RWNozEcPBj39lKeXEXEXBIM4duwYw4cPZ8mSJQDk5+czaNCgiHj3GT+eRdnZ9DBdNBvz0efPl5CMS8QVllFKjQEeAYLAY1rrB1rY7hpgNfB9rbX5SeyCYAAzZ87k1FNP5b777qNDhw6cfPLJtG/fHoB27dqxZk3UYtWmPcTT2qSpW095ykQuEIe4K6WCwGLgEqAC2KCUKtFab2+yXQ7wL8C7dhgqCH5h8eLFlJeX87vf/Q6AqqoqqqqqIu8/++yzrX+BKY/GmzhpaqJNLhFPWKYQ+Fhr/anWugb4M3BlM9vNBx4Eqpp5T/A5jYXJyvaUuW2Kcbz22mv85Cc/iUyM7t69m/Ly8sjrJ554ggcffNA5g8rKwsW+ylK8Vs1NmrqNiTa5RDxhmTOAPVGvK4DB0RsopQYCeVrrF5VSt1lon+ABTH3c3i3Ky8tZsmQJ8+bNo2PHjnz66ae89tprHDx4kFNOOYUHHnggsjB0SiQTfojl2SbynfEW8XIyTOKTcr1WkHIqpFIqAPw7MDWObWcAMwC6d++e6q5Twg81Y0zBpMft3eDw4cM88cQTjB07lr59+/LFF1/w6KOPMmHCBC666CJuuukmZsyYERF0y4Q9mfBDtGdbVQXLl//jc4l+Zzzxf6fDJKbNSbhIPOL+OZAX9bpbw/8ayQHOBUobGu1pQIlS6oqmk6pa66XAUggXDkvB7pRI1tOMXqsy3gUR0gGvVs9MltraWkpKSsjLy6OwsJDq6mp+8Ytf0K5dO/r27cvFF1/M4cOHadu2LQBt2tjwOEmyeeTFxeH0xPp60BoefxymTAl/NpnvjBX/dyPf3ZQ5CZeJp9VtAPoopfIJi/pk4EeNb2qtjwBdGl8rpUqBX5qcLZOMp9nYIVTXVRMiREAFyApmpX0IAtKjMNmGDRv49ttvGTZsGEoppk+fzsSJEyksLOT0009n7969nH766UBYzG0R9GiSDT8UFcG0afDoo2Fxr6v7h+DaEdKQMIlrxGyBWus6pdQtwKuEUyGXaa23KaXmARu11iV2G2k1yXiajR1CiBBA3IsQpwt+K0y2b98+/v73vzNs2DAAZs2aRUZGBu+88w5t2rShrKyM3r17R7ZvFHbHSCX8MGUKPPnkdwXXjpCGSWGSNEuRTNt67snW6PaC5y7zCYlTU1PD5s2bKSwsBODHP/4xr7zyCvv37ycQCLB161ZOO+00unbt6rKlFpFmQuenFMl467mnrbgngxdi7pK5Ej+ffPIJPXr0oE2bNvzmN7/hrrvuYv/+/XTt2pUPP/yQ2tpazj//fGsmQAV3WbAA7r47HPsPBsNPzs6dm/j3GNApymIdNuCF0EO6Z660xjfffINSinbt2vHCCy9wxRVX8M4773DhhRcyefJk+vfvH1ms4txzz3XZWsESGsU4Nzf12L/HvH8Rd5+RbpkrraG1pqqqirZt2/Lpp5/Sr18/lixZwo033sjFF1/MokWL6NWrFwC9evWK/C34hKZivHAhVFYm73V7rNKliLvPSIfMldYIhUIEAgHq6uro06cPkyZN4oEHHiA/P5877riDgQMHAnDSSScxe/Zsl60VbKWpGFdWJheKacRjmT8i7j7EC+EjO5g4cSKhUIjVq1fTpk0bbrjhhoiYK6WYN2+eyxYKjmK1GJuU+RMHIu6CZ1mwYAEvvvgi//M//wMQyXRp5N5773XBKsEY7ErtNFzUGxFxNwxJY2yZ559/nvvvv59169aRnZ3NqaeeSt++famtrSUjI4Nf/vKXbpsomIaHxNhqZLFWHiD4AAASHElEQVQOg2hMY7z7zbsZuXxk2ldY3LJlCz/84Q/55JNPAMjOzqZTp04cOHAAgGnTprFs2TIyMjLcNFMQTiS66qZVFTiTQDx3g0j3NMZDhw5xzz33MGnSJIYPH067du3YuXMnn3/+Ob1792b06NGMHj3abTOdwYB8aiEJojN02rQJl3ior3cldTJtPXcT6483pjEGVZA2gTbsPrLbCPvsOlehUIgHHniA1atXA9ChQwfWrFlDeXk5AGeeeeYJJQDShkaBuPvu8G8XvD4hSZpm6NTWulZbPi09d1Of4mxMY1z+wXKWbV7GH//2R5784ElX7bP6XD3zzDN8/fXXTJ06lUAgwIoVKxg2bBjjx48nOzubvXv3EgwGLTwCD+KxfGrPYsfoKDpDp6nn7nDqZFqKuxPhj2QnRovyiijdVUp9qN6I8Eyq5+pvf/sbmzZtYvr06QCsWLGC3bt3M3XqVAA2btwYKY0LiLCD5/KpPYldT5s2zdAB18JraSnudj/Fmaq3G21fdHjGDYFP9Fzt27ePV199lRtuuAGlFKtWreKRRx7h+uuvp23btjz22GN07tw5sn20sAsNeCyf2pPYOTpqmqHjVg2adC0cZmfK4YJ1C7j7zbup1/UEVZD5I+Yzd2hiT8aV7SmLhGfqQ/UphURSPdbWPv/tt9/y9ttvM2TIEDp16sTjjz/OtGnT2LJlCwMGDODAgQNkZmaeIOiC4DoeqxMTjRQOi4GdT3EmOzJoKqJWhGesiJlHnyutNeXl5XTq1Invfe97vP/++4wZM4ZVq1YxYcIErr76agYPHky/fv0AOOWUUxLalyA4QhqMjtJW3O0kmfouzYmwFeEjK+YXjhw5wtGjR+nWrRuHDh2if//+zJs3j7vuuovCwkJefvnlSEZL586dk/fSJf1PcBKfP+Ak4m4TiY4MmhPhuUPnplwELJkOIhQKceDAAU477TS01vTr149Ro0axfPlyunbtysqVKxkyZAgQXlJuzJgxCdv1HTw8TBYEExFxN4SWRDjV8FG8o4hjx47RoUMHAC6//HIOHTrEu+++i1KKhQsX0qNHj8i2EyZMSNqeFvFS+p+MMAQPIOJuCHaW6m2ug6irq4ss4nzPPffwn//5n+zfv59gMMj06dM5fvx4ZNuJEydaZkuLeCX9r6URhgi+YBgi7i3QUoaInVk2dpfq1VqjlGLNmjVMmzaN8vJyTj/9dEaMGEHbtm2prq6mXbt2XHXVVbbZ0CJWT3DZJbbNjTBAQkqCcYi4N0NLGSamPtkai61btzJ+/Hj++Mc/MmzYMM4++2yuvfZaamtrARgxYgQjRoxw2Uqsm+CyM37f3AjDrpCSjAaEFEjb2jKt0dzkZmv/N40jR45wySWX8MQTTwDQo0cPzjzzzEgYpn///ixZsoTu3bu7aKWNtORdW0HjCGP+/H90Go2CHwxaF1JKtb6Mi9UIBTMQz70ZWprctCI10a6wzqxZs8jLy+POO++kY8eOAAQC4b67Y8eOvPjii5bty3jsjt839wSi1TnTqYwGJPNIQMS9WVqa3Ex10tPKsM6SJUv47LPPePDBBwE4cOAA7du3B8JLyr322mtJfa8vcOMBFatzplPpoLyUeSTYhoh7C7Q0uZnKpGcqDxS9/vrrlJSUsGjRIgC2b9/Otm3bIpOkTz/9dFI2+RavP6CSSgfllcwjwVYk5u4g0fXaY4V1duzYwR133BFJSdy+fTtPP/00hw8fBuCRRx5h7dq1KKWcMP0fmBbLNc0eKykqgrlzE++kmpsXENKOtC0c5hYtxdwPHz7MU089xQ9/+EPy8/N59dVXufzyyyNFuWpqasjIyHBezE8w3rBYrmn2CIIDxFs4TDx3hynKK2Lu0LkUnFZASUkJmzdvBuDrr79m9uzZvP766wD84Ac/4PDhw5HH/DMzM90VdrA3C8UP9giCQYi4O8gHH3zAu+++C4QfKLruuut47LHHAOjZsyefffZZZFGLjIyMSDkAY7Aj5c8KewKB8E9urrv2CIJBSFjGRiorK/nkk08oLCwE4LzzzqNLly688cYbAGzZsoWzzjqLrKwsN81MDNMerFm6FGbNglAIsrLcCc2YcE5MsEFwBKnn7gJ1dXVs376d8847D4CZM2fy17/+lYqKCpRSLFu2jO9973uR7Ru3s4SWbm6rb3rTslAqK8PrVIZC7qT9mRD3N8EGwTjiCssopcYopXYopT5WSt3ZzPu3KqW2K6W2KKXWKqV6NPc9fqSiooJQKATA/fffz8CBA/nqq68AmDt3Ls8880xk24KCghPE3TJaepox1accvYDboSIT4v4m2OAHmmZeeTwTK6bnrpQKAouBS4AKYINSqkRrvT1qs/eBAq31caXUT4GHgEl2GOw2VVVVAGRnZ/Pss88ybtw4Nm7cyKBBg5g8eTL9+/ePhFkGDhzojFEtPbSSDg+zuL2ijgk55SbY4HWajn4WLoQ5czw9GoonLFMIfKy1/hRAKfVn4EogIu5a6zejtl8PXG+lkW6itaa2tpbMzEx27tzJ+eefz2OPPcaPfvQjLrroIv7t3/4t4o2fffbZnH322c4b2dLNnS43vZuhIrc7F1Ns8DpNHaE1azzvGMUj7mcAe6JeVwCDW9n+JuDlVIxym8anPqurq+nfvz/XX3899957L71792bWrFmcc845QHh90F/84hcuW0vLN7fc9M5gwjyECTZ4maaO0DXXwLp1nnaMLJ1QVUpdDxQAw1t4fwYwA7C1ImEqxbkmTZpEVlYWy5cvJysri3HjxnH++ecDEAwGefjhh+0wOXVaurnlpheE2DTnCA0Y4GnHKB5x/xzIi3rdreF/J6CUGgX8Chiuta5u7ou01kuBpRBOhUzY2jhItDjXggULeOutt3jllVcAToiZAzz00EN2mCkIgmk0V+3Tg6LeSDzZMhuAPkqpfKVUJjAZKIneQCl1AfAocIXW+oD1ZsZPrJrrzz//PMOHD48sVNGpUye6du1KXV0dEF5y7o477nDabOdJNBPA45kDgpBuxBR3rXUdcAvwKvARsEprvU0pNU8pdUXDZg8DHYCnlVKblVIlLXyd7TQtztXt226MGzeOPXv+MW0QCoXYv38/ADfffDMrVqyILGSRFiSaIpkOKZWC4DPiUjSt9UvAS03+d0/U36Mstitpzsw+k8s/vZyTC05mytgpdPy6I3dtuotdu3aRl5fHlVdeyZVXXum2me6SaIpkOqRUWo08MSq4jOfd1bq6OhYtWkTfvn0ZO3Ysbdu25dU1r/LQ4IcoyitCa82uXbvcL7plEommSKZLSqVVyBOjggF4UtxLSko4fvw4kydPJhgMsnjxYkaPHs3YsWPp0KEDBw8eJCMjA0BEvTkSTZGUlMrEkJGO0BQXRnKeLBx22WWXceDAARo///XXX0fWDRUE1xHPXYjG4vbg68Jhy5YtIzeqvKtnhF3isM3jt/MiIx0hGpdGcp4U99NOO81tExJHvLnm8et58XiOtGAhLs1ZeVLcPYkbvXe0R9xog2meZCrnxasev1ftFpLDpZGciLtTON17R3vEwSAoBXV15nnHyZ4Xr3r8XrXbbbzeIbowkhNxdwqne+9oj7ih3jxam5e9kex5cSsjJVWRkUya5mntvEqHmBQi7k7iZO8d7RE39dxNy1NP5ry4Ece0QmT8/MxAsh1frPPqhQ7RwJGFiLtfaeoRg3GNLyXciGNaITJ+zaRJpeOLdV5N6RBbW8rSwJGFiLufaa7KnZ9wOo5plcj4MZMmlY4v1nk1oUNsTcANHVmIuDdi4LBKMAwTRMZUUun44jmvbneIrQm4KSOLJnjyCdW4iVewTRpWSScjWImT7cnPbTeWRjh47L5+QjUuWrsYTS+EKcMqkzoZu/CzAJiG0+3Jbe/aTmKNLgw8dv+Ke0uC3VyDN2VYZUonYxfp0HmZhJ/akwlOgYEC3hr+FfeWBLu5Bj93rrOx1JYaqgmdjJ03kUliY4JY2I0J7ckKxClICv+Ke0vDqJYavFO9cmsN1e0JO7tvIlPEximxcLsDcbs9WYVJToGH8K+4Q/OCbXeDj3VDx2qobg797L6JTBEbJ8TCFG/TY6GEZjHFKfAY/hb3lrCrwcdzQ5vcUJ2wzQSxceI4xdu0DlOcAo+RnuJuF/Hc0CY3VJNtsxInjtPkTtyLmOAUeAx/57k7jSlDccEM3I65C75E8tzdIF08XyE+xNsUXETE3Wrkhm4d8WYFwRFE3AXnkLCVIDhGwG0DhDSiuQlnQRBsQcRdcI7GDJJgUDJIBMFmJCzjBfwSp5YJZ/9cS8F4RNxNx29x6nSecPbbtfQTPux0JSxjOhKnTp6yMliwIPzbBORamkljp3v33eHfprSXFBHP3XTkScfkMNFLlmtpJqWlUF0NoVD4t09KRYi4m47EqZPDxNouci3NJDc3LOwQ/p2b6649FhGXuCulxgCPAEHgMa31A03ezwKWA4OASmCS1nqXtaamMekcp04WU71kuZbmUVkJgUBY2AOB8GsfEFPclVJBYDFwCVABbFBKlWitt0dtdhPwpdb6TKXUZOBBYJIdBgtCXIiXLMRLcTFkZZnnCKRIPJ57IfCx1vpTAKXUn4ErgWhxvxK4t+Hv1cDvlVJKu1WVTBBAvGQhPnzqCMQj7mcAe6JeVwCDW9pGa12nlDoC5AKHrDBSEATBVnzoCDiaCqmUmqGU2qiU2njw4EEndy0IgpBWxCPunwN5Ua+7Nfyv2W2UUm2AToQnVk9Aa71Ua12gtS7o2rVrchYLgiAIMYlH3DcAfZRS+UqpTGAyUNJkmxLghoa/xwNvSLxdEATBPWLG3Bti6LcArxJOhVymtd6mlJoHbNRalwB/AlYopT4GDhPuAARBEASXiCvPXWv9EvBSk//dE/V3FTDBWtMEQRCEZJHaMoIgCD5ExF0QBMGHKLfmPZVSB4H/teCrupBe+fRyvP4lnY4V5HiTpYfWOma6oWvibhVKqY1a6wK37XAKOV7/kk7HCnK8diNhGUEQBB8i4i4IguBD/CDuS902wGHkeP1LOh0ryPHaiudj7oIgCMJ38YPnLgiCIDTBM+KulBqjlNqhlPpYKXVnM+9nKaVWNrz/rlKqp/NWWkccx3urUmq7UmqLUmqtUqqHG3ZaQaxjjdruGqWUVkp5OsMinuNVSk1suL7blFJPOW2jlcTRlrsrpd5USr3f0J4vc8NOK1BKLVNKHVBKfdjC+0optajhXGxRSg20zRittfE/hGvafAL0AjKBD4BzmmxzM7Ck4e/JwEq37bb5eEcA7Rr+/qlXjzeeY23YLgd4G1gPFLhtt83Xtg/wPnBSw+tT3Lbb5uNdCvy04e9zgF1u253C8Q4DBgIftvD+ZcDLgAKGAO/aZYtXPPfIalBa6xqgcTWoaK4Enmz4ezUwUimlHLTRSmIer9b6Ta318YaX6wmXYvYi8VxbgPmEl2+sctI4G4jneKcDi7XWXwJorQ84bKOVxHO8GujY8HcnYK+D9lmK1vptwsUTW+JKYLkOsx7orJQ63Q5bvCLuza0GdUZL22it64DG1aC8SDzHG81NhL0BLxLzWBuGrnla6xedNMwm4rm2fYG+Sql3lFLrGxao9yrxHO+9wPVKqQrCBQpnO2OaKyR6bydNXFUhBXNRSl0PFADD3bbFDpRSAeDfgakum+IkbQiHZooJj8jeVkoN0Fp/5apV9nEt8ITW+rdKqSLC5cPP1VqH3DbMy3jFc7dsNSiPEM/xopQaBfwKuEJrXe2QbVYT61hzgHOBUqXULsJxyhIPT6rGc20rgBKtda3W+jNgJ2Gx9yLxHO9NwCoArXUZkE24DosfievetgKviHu6rQYV83iVUhcAjxIWdi/HZFs9Vq31Ea11F611T611T8LzC1dorTe6Y27KxNOWnyPstaOU6kI4TPOpk0ZaSDzHuxsYCaCU6kdY3P26yHIJMKUha2YIcERrvc+WPbk9u5zALPRlhD2YT4BfNfxvHuEbHcIN4mngY+A9oJfbNtt8vK8D+4HNDT8lbtts17E22bYUD2fLxHltFeFQ1HZgKzDZbZttPt5zgHcIZ9JsBi512+YUjvW/gX1ALeER2E3ATGBm1LVd3HAuttrZluUJVUEQBB/ilbCMIAiCkAAi7oIgCD5ExF0QBMGHiLgLgiD4EBF3QRAEHyLiLgiC4ENE3AVBEHyIiLsgCIIP+f96QUe4oAZLJAAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7ffb050610f0>" + "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { @@ -586,7 +625,7 @@ "above_points = points_2d[scores > threshold]\n", "below_points = points_2d[scores < threshold]\n", "\n", - "plt.scatter(above_points[:, 0], above_points[:, 1], c=\"g\", marker=\".\", label=\"above\")\n", + "plt.scatter(above_points[:, 0], above_points[:, 1], c=\"b\", marker=\".\", label=\"above\")\n", "plt.scatter(below_points[:, 0], below_points[:, 1], c=\"r\", marker=\".\", label=\"below\")\n", "\n", "# plot decision line\n", @@ -633,8 +672,7 @@ "metadata": {}, "source": [ "To illustrate this, we use ignore `fruitiness` such that we have 3 features:\n", - "\n", - "**REPEAT!!**\n" + "" ] }, { @@ -683,15 +721,6 @@ "ax.view_init(5, 5);" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first view is very similar to the scatter plot we have already seen before as we barely can see the effects of the third feature.\n", - "\n", - "The second view shows the same cube rotated by 90Ëš to the left. We see that the new dimenission adds extra information which could improve separation." - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -721,7 +750,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -780,7 +809,7 @@ "2 -0.670938 -5.905074 1" ] }, - "execution_count": 165, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -792,12 +821,12 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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Tovbtgc6d6SDPyAC6dfNGnn/9C/jlFyq82bOBOXO4nx0paGyBjykstPRGfDwNn0cf9VqqIHjzTSqq/HwqsEmTWEo4GLKzeS3AWMD//c9+OX1OXh7Qowdjv0tLge7dGdokAtx3H1cDbnPoDTguwtaOESZubLFxIztxFRQw8eHdd72WKEiaN7e+EUlJoVWubNoUGDKERelSU/ktj7G0t0WLqPRycqgEFy7k5yEvD3jqKW9k+vvfgS5duNQdPhw45xxv5AgVVXw+pk0bLmcSEuhNO/tsryUKkvPOA8aPBzp1Aq68ErjuuuDHMAZ45x3gyy+B997jNz0xEbjqqsjdWQ+SDh2sPbTUVDrOAH4uvAptatYM+PFHbuFOmxZ5Fl/Elp4/cAD4v//j9+LGG1mWOxr57TemBbVoAVx9NZe8Mcvo0cBbb9HiS0/nxtIpp3gtlSvMm8eev926AeefzyVugwbA00/TsFZIoKXnI3aP76yzeMcBgA8+sPoSRButWvFDroAmTuXNpRhKfzvtNB4VfPyxV5JEBxFmoBIRbvQXFfGI5JxBJQgee4x5UykpwJgx4eUCKjFNRN4yS0rYaWrpUj6vfCdUophWrYCVK72WQokCIs7iy80Fevak0hMB7r03Ar2diqJ4SsRZfJ98wuoQeXnc7vn1V/u7EyqKEt1EnMXXvLkVxZCczEbHiqIowRBxim/AAOCBB7jHPXo0cOedXksUQezYAZx+OouqBVI6d+VK4LnnGEGrKA5RWAj8+98MzTlwwJ05fRvHV1zMwMj8fBbizMhwSbhoZsQI4MMPGQ2bmgqsXl1z7uyqVfSalpQwePCTT1h3XFFsZvhw1vgrK2MeckWYWigEGsfnW4vvssuAcePYpGvgwJgJ0g+OvDxmihcXB3Z+RbInwFD7yoUDD2XuXJ5bWMh55swJX15FqYa5c2ngFBZykeFGEyPfKr45c/h9y88HfvpJW7Iexv/+xw3OXr0Yzp+TU/c1jz3GjIfkZOa/9ehR87l9+1p5SGlpau3FKEVFzs8xaBA/Yikp/Eimpjo/p28V32mn8YVISqL5m5bmtUQ+4/nnWfYpL495be+/X/c1/fuz1MuGDWzmUVuNq9692eXo3nuZKzt4sH2yK75n717Wf0xJYVagk1bYzJlMx3v8ceDrr52bpzK+DWd54w3glVf4vf7TnyKsDp0btGxJy62iZNORRwZ2XVpa4HeR/v15KDHHv//NXRQRNriaMYMNtJwgKQm49lpnxq4J3yq+lBQWH1BqYPx4YO1aYP58Vj4ZNMhriZQoIinJ2ukwxqoIEy34VvEpdZCcDEyZ4rUUSpRy4430tC5YAJx7LkPHoglVfIqiHEZ6OhVftOJb54YShRw8yOV5SYnXkvifPXsYnX/nnXys2IpafIo7rFxJ92BxMcsGL1jgTtxCpDJoEIPIAXrXK0oRKbagFp/iDo8/zsZBeXnA+vXAp596LREpLAR27vRfhPyKFbxJFBfzcZCIAF99BcyapTGw1aGKT3GHVq0s12BZmT/qpf/0E+Vo25Y7+H5qDjt8ODfa0tOBP/wh6MsffJCXjRnDiCQ//Wt+QBVfLCPCyNFTTmHbRyetnnvvBS64gI2H/vlPoE8f5+YKRqb9+2n1zZ8PfPed1xJZvPEGMHUqjzfeCPryyZNZu7JiW/W33+wR66uvgKOPZoe1SF596x5fLPPxx/zy5+YCy5fT8rnsMmfmSksDpk93ZuxQadKEHduKi2mFNmjgtUQWCQnAyJEhX96nD5N0Cgv50leOb1+7loV6+vYNrpZlWRmtyNxcPh8xAti0KWQRPSVsi88Y09oYM9cYs9oYs8oYc5MdgikusH69tQbKz2dV10ihrAx45BHmHL/2WmhjPPEE65wddRRrndWWuxxhTJkC3H47MHYs/UgpKfz99OlM7x42jP96MA72ipoVFWRn2yuzq4hIWAeAowCcUP64HoBfAHSp7ZrevXuL4gN++02kSROR+vVFGjQQ+eUXryUKnAkTRNLSRAD+/PZbryWKCHr04EsGiKSni6xYEdz1jz4qkpQkkpwsMnWqMzKGA4AsCUBvhW3xich2EVla/jgHwBoALcMdV3GBli1p5X30EbBunXfdqUNh1aqq7sq1a72TJYLo0qVq+tlRRwV3/R130Am+ezfrZEYqtjo3jDHtAPQC8IOd4yo2s20bMGECu1Q3aMA1T+PGXksVHFddRY9n/fr8OXSo1xIFT1YWl9c9erjWI3XCBL50Z58NzJ4d2tvesCFQr17Nfy8rC1k817CtArMxJgPA1wAeEpF3qvn7WABjAaBNmza9N0Xqrmiks3cv63zl5jL7/N//ZpEDpxBxrrTO1q2sIp2ZCTRq5Mwc4bB7NztjdetWvReheXOaTwDQrJn1OELJzweGDAG++YadEOfOdd9f5GoFZmNMIoC3AUyvTukBgIhMFJFMEcls2rSpHdMqoVDRiT0/n0tFpzyty5bRlZiUxPAVJ2jZEjjrrPCVXna2/QXnFiwA2rdnYclevaofv3IF7NqqYUcI06cDixfzXrdqFe+pfsUOr64B8AqANSLydPgiKY5y/PHWWiQtzblyVmPHMp6ipAR4+GH7Asns5v77GdZyxBHAe+/ZN+4TT1iBdFu2cFvhUB56iBtuycl8HOEkVAqOM6bqc79hh8XXH8DlAM4wxiwvP861YVzFCVq0YKDuLbcAL74I3HabM/PEVfpoObncDYecHCrl4mIWdB03LvgxysqA7dsPjwvp2NGKISktZebKodxyC5Xili1sLhPhXHIJ76PJyUC/fsANN3gtUc2ErZNFZD4AH36qlRrp3h148kln55g0iRs+e/fSqmrpQ0d/YiI7yFU0a6ptx746cnIYBbxuHa3GH37gjQVgXOCBA9xauOkm7vNVh4+3fRYt4gp9wICq97GaSEoKrAOCH9CUtVooK+MbOX26VeE95ikuBi66iN7UYcNqfmG6d6fzIT+fMRB+JCWFDR9atQKOO44Z/bVRVMSCARXNX994g/1LCgpo9VXe1EpNpQs1Kwu4/HLn/geH+Pvf2YJ52DDgwgu9lsZ+VPHVwrhxwKWXAtddxw+B3wp4eML06Ux1y8kBvvwSmDjRa4nCY/hwLjVXr67ZKgO4V9e9O9dwbdqwzFajRtYSPjGR+4RRwosv0vd18CBv/hVpatGCKr5aeOMNvuG5uVyxuNXl3dcUFFh3gLKy2Kl59MkntGAPHqTSf/ZZJqtefTWjgIcPj6omMZ070zlhDGP9oq10oiq+WujThxu18fH8bNev77VEAfLFF4zNmzDBfjP18svpGY6LY6bHddfZO75fadnSei2Tk1nQIS4OeOEFBoTPnBlVHXk++ICrnZEjGZcXyB5fBevWMZ58yBD/JtTYFsAcDJmZmZLlUqR6OOTmAk89xRv8+PHWvrWvWbGCGjsvj+EqTz/tjHLKz+cemR+9tU7x3HN02vTty9f1hhsYpXvBBbQAg9EOUUzHjtz6FOH9YssW9+YONIBZFV+08frrVHQHD/L5lVcCr77qqUhRyQsv0GmTn8+UuSlTotMLEAIpKVYVlwqnuVv3R1czNxQfcfrp3GjPyKDFF8mZ5HazbRtw5pnAsccC774b3li//26FwZSVMWxHAcDVUUXf+htvtEfp5eczx7hbN+A//wl/PLX4opEdO7gE696d+3Gxwt693JsAGBx8qJf17LNZQri0lLv1mzaFHke3bRtw0knsgNa2LWP4/FTI1GNWruT9oHt3e8a74w7g+efpW0tL475j796HnxeoxefjpBIlZJo3B/74R6+lcJ+zzrIa88yefXht9O3bqzafOHAgdMXXogU3snbupOcrPj60caKUrl3tHW/zZitkND6e953qFF+g6FJXcYatW4FrruGxdas7c/74o9WZ7KefDv/744/T0ktJAc47j80jwiExkcHPqvQc57bbmFiTng60axd+irlafIewcCH7CuTkMKsrikKz3OXMM61S9gsWAGvWOD/neecBn39uzX8oQ4ZQCR84wOVpLHmkK8jP54e7WTOvJQmKE06g1ffbb4wxTEwMbzzd4zuEY4+1Yo+SkriSadjQW5kiksREK3E/IcFyBDhJSQnwTnlVtAsu8Hd5kFDYt4/9iDt04P5isHz3HTB4MFPvRowAZsyIOuWve3yKt1x2GfDWW3w8apQ7cyYkMI84Gjl4kC7NAwfoNZgwIfiOeLfdZoU5ffghPRC1pelFMbrHdwiTJzNFJymJJdXU2guRyZOZ5Pn++3yshMeSJVyiHjzI4PRJk4Ifo3Fjaz+yrCyCUpHsRxXfIfTrxxCtwkLgr3/1WpoIxhjgjDN4VCynysqAMWO4Sz1ggFV1eMYMPr/lFi7DlMPp1MnySKelsQl8sEyYwKyeVq1YhaBt26CHePNNRgk1bw58+23wIvgF3eNT3OPjj4HRo5kLmJQE3Hwzw27696cVk5oK3HkncN99XkvqTxYvZvTuccfxtXN5D7OkhPesirCSli39V1hb9/gU/1FYaFl/paX8Bm3caC2/8vNZHkqpnhNP5OERIlXDICPZONelruIe553HvYS4OC6z7riDYSdNmlhBWjfd5LWU3rJ1K8ub+JDERK6Qk5JonE+Z4rVEoaNLXcV9ioqqtlvMy2OWRYcO/i2Bs3cv45y6dWMetBNMnGgp/jFjqGV8SGkpDXc/FqPR6ixKdFFaCrzyCtPE/vSn8LMugmHtWuDkk7nWS0tjhogTAcDNmrEXL8D9u337nFOyUYpWZ1GiizvvZNmPxx/nPld2tntzT57M+bKzGUcXbmWXmmje3NoDrUitUxxBFZ8SOvv2sRWX3Q0ZPv+cYRejRjG2CKBHOC+PITElJe7ug3XsaNVej4tjo3AneO89YOBA5mfNmRN9mSc+ImZf2fx8yz2vhEDl5V9GBpd/TZqEP+7evcD551PJLVlCT/A//mHl/QJcbnbuHP5cgTJmDEtYffEFw2/OPtuZeTp0qL7xuF0cPEj5Fy9mC4HHH4+6lLVAiUmLb9YsNshq3Jj9pCsoLbUqxyp18PLL1vJv/377ln979li9LUpKWGVl2DAr1zcxkalXaWn2zBcoffsCd90V2VUrHnuM1vTOncBLL1kFHRzk9995f8zIYKV+v3QqjEnFN24cFVxxMY2JggLW7WzQgG/Qgw96LWEE0KGDtfwzhrWC7KBjR+DUUxnakpLCoqo7d1p/T0ykEnKTq68GLr6YubEjR7o796EUF3N7IZTI4X37qhaLqMiccZAHHgCWLeNuyGuvsQ6sLxCRsA8AgwGsBfArgDvrOr93797iJR06iPDeI5KaKlJcLHLMMdbvkpJEdu/2VET/U1IicvvtIpmZIs88Y+/YpaUiy5eLzJ0rkpZmvTH164u8+aa9cwVCSoolgzH8372gqIivd0YGX5dPPgnu+g0bRJo35wf85JNF8vMdEbMy114rEh/Ply4jQ+Tjj52dD0CWBKKzAjmp1gGAeADrAHQAkATgRwBdarvGa8W3dKlI584irVtbn53u3a3PdnKyyL59nooYvZSViUybJnLrrSJZWbWfW1oqcs45IunpvEO9+647Mh7KiSeKJCaKJCSIdOrkjQwiIgsWUHtUfFD79w9+jOJikZ07+T64wObNIm3b8n7xhz84f88IVPHZ4dw4CcCvIrIeAIwxMwEMB+Db3KNevYCff676u9deY4my/fvZOdDzqiylpf6r7Pvoowyyzcxk2H56evBjvPQS9+jy8vg4K4sv/s8/M1zllFP4tX77bZaRf+wx7kvs3w8ceST3pfr1C23uUJkzB3joIS4T777bvXkPpUULK2csOTk0B09CgqtFSFu3ZuhlSUn4xUNtJRDtWNsBYBSAlys9vxzAi7Vd47XF52u2b6dVYYzIsGG8Q/uB+fNpeVWYxHfcEdo4I0ZUXboOHUprDuD4W7eKTJhACwsQiYvj35OTrXM6dBDJybH3/4sUPvxQpF8/kauvFsnO9loa34EALT7XnBvGmLHGmCxjTNbuiuh05XAeeQRYv56qYd484KOPvJaI7N5thT4UFbFxTyj88Y/0yKamMiZu1y7GFgF8vnEjq7NUbt2Yn2+523Nz6SqcPz+sfydiGTaMlZQnT9ZYrDCwQ/FtBdAYJo8wAAAgAElEQVS60vNW5b+rgohMFJFMEclsGmpnq1ggMbFqbJVfglgHD+bSKjWV+wB33BHYdWVlVJoVS7QLL2T59KefZqjKLbdQEdarx8yFzZurenGro6SEXuVIRoRNXc49F5g+3WtpYo9AzMLaDjAIej2A9rCcG8fXdo0udWthzx6Rk07i8u6KK7jB7xdKSugZzMsL7PwDB0S6dOEytX17kV27qj9vxQqRjz4S+e67ql7cykeDBvRonnWW865BN5g82fpf09JEvv3Wa4miAri11BWREgDjAHwKYA2AWSKyKtxxY5YjjmBz6rw8YOrU8Epg/P47075OPhn47LPwZYuPZ7xeRfxeXUybxmV7YSHjziZOrP68rl2BoUOZHVHd/3vUUczoWLyY/0dmppXKFqmsWMH3uAI3utAp/x9b9vhE5BMR6SQiR4vIQ3aMqdjANdcAH3zAgNcRI5gV4SYNGlie6YSEul3lZ51VdamfnMxl8D33WArxkUfoKmzZksryrLOAN95w7n9wissvp2e6fn3eSIYO9Vqi2CIQs9DuQ5e6LtG1q7VUTEsTWbPG3flLSkTGjBFp1kzk4otFCgvrvqZJE0vmevVEfvyRvy8rE9myhbF0hy6D09JEFi3ieTNmMGp2zpzwZN++nXFyzZuLPPtsaGPs2cNxamLLFgaS/v57aOMrhwG3AphDOVTxucRbb3GvMD2dgcB+2i+sicpZEklJVHiFhSKnnMLnxhyu+DIyGBT99ttV980WLgxdjlGjrJSD1NTgbxr//S//l+RkkdtuC10OJSgCVXwxmasbM4wcCfzvfwx/+OQTf5bMPZSnnmJ15qQkej2N4b7e8uUMoxHhkvmYY7hErF+fCdaDBwMLFlj7ZmVlrOocKvv2WZ7ouDi2dgyGW29lEnhhIfDMM1Y/2xgnN5e1HsaMYYEfzwhEO9p9xIzFV1AgkpvrtRT+Zc0akZkzRbZtq/r7/fur5gzOn29ZcklJIuPH8/ebN4t89hnPFxH5/nuel55OK/B//wtdtqwsepKTkkRGjgzeWu7SxbJO09ICW+bHACNH0gg2RuSII+xPF0YkLnVXrBC58UaRp57yT8JCyLz3Hpc6CQki//qX19LUzddfM4G5WzeRZcucn+/bb6kQ6tUTadiQ+1218cADIi1bMtPjwIGaz1u5UuTVV0XWrw9fxsLCmvffdu8Wuflmkb/+VWTHjsP/vmYNc3w7dxb58svwZYkS2rSxdihSU0U2bbJ3/IhTfHv2MIOp4gX5299sfT3cp0UL6x1OTBQ5eNBriWqmrIwKqELeNm2cn/P666350tNFpkxxfk476dnTKlzQpYvX0kQM//ynZZD37m3/tnOgis83mz7r1llFCvPzgW++CW88EW5v7dgRvmwhUblQZny8fzIwqqO01EobA1yp04aTTrJeIxF2L4skVq1iWl1JCQssVHx4lVq5915uN0+dyqxDr7adfaP4jj+eVZHT03lcdVV44115JdCjB9sjhJoRtGED8OyzIRaqnTWLG/DNmwMzZjAmza8kJAD330+HQnIynQpOc+WV3PS/9FLgrbeA3r2r/l2EL/xbb9FJ4DcuvJBOlYwMxkjGaAn3UBg4ELjgAo97KQViFtp91LTHt3cvowC+/jo8c3fHDu5JV6yk2rYNfozt27m3nZzMraipU8OTKSLYvZtvgp0sWiQyerTIXXcFt5N9++3Wmujkk12rHxcwBw6wSkqzZiKPPea1NEo5cLEen200asSA9nDJyKARU1REU7ply+DHWLyYarOiKMjbbwNXXBG+bL7GjmZBldmzBzjjDIZypKSwWMGkSYFd+9//Wt3bli9nFZcjj7RXvnB48EGrGdIDD9CM6dPHa6mUAPHNUjcQXnyRNSjvu49hWjWRng58+CELjp55JjBzZvBz9erFOYzheIMHhy53zLJ5s/W4oICKIlAyM7nsjotj3N4RR9R9zdatwGmncYvh7beDFjcoduzgnRWgjFFSak0EePVVNgb67juvpXGQQMxCu49Q4vg++8yqg5mWJjJpUtBDBM3KlSL33Scya5b/VlrVUlrqr+yMwkKR446jxzgtTeSVVwK/NidH5J57RG64IfDQlEGDqmZb1FQNxg5WrmQYTmoqw1YKCpyby0UmTKj6PXM7yzFcEIlL3dpYv96y8vLz6bF1muOP5yomInj1VeC662h9vP46N9y9JimJpeW//BJo1YpmdKBkZAD/+ldw8+3caWVbAMCBA4BTtR+PP54W5s6dQNu2kZEVEwBff23tMMTHs13yscd6K5MTGPHADZ+ZmSlZWVlBXbNzJ720FVEXP/wQnW9ISJSVMX2rYunVsCFTrmKNTz+lwheh23DaNPW2Bsns2axkZgwL5axezapgkYIxZomIZNZ1XsRYfEceSStvxQoWAm7c2GuJfIQxVRsTuREzuHQp70J9+/rH2jnnHJbEz86mhalKL2iGDGEM7YoVrPgVSUovGHzyiQ2MevXo3FCldwjGMFawUSMu7ZyuT/f3vwMDBlDRXHKJs3PVRFERnSeVl7YAawC2bh2a0luxgl6sESOALVvClzE/n9G6y5eHP5aL9O7NONpQoiEihYhZ6io+omFD7p8BtDQrwlWqY8MGtohs2JAFRe1okLN5MzM/srMZob5wYfjjlpWx7eKePfyfunUDli0LfbziYnqmN2ygcn7+eZYkURwl0KVuRFl8ik/o2JHKwRia3zVlpZSUcCk8aRJTYP74R3vmf/FFlp7Pz2e5+nfeCX/MoiIrVa+0lAorHNasYR5mTg5LZT3/fPgyxjhlZcCvvwZfIaw6VPGFSUkJ8Le/cXng6md71iygUycGCG/b5uLEYJDkxRcDw4fTDVjTsnLfPh5lZQz0tcvKb9KkandqO/Y+UlKAyy5j0GZqKpueh0PlPcaUlOA82sphFBdzd6VHDy7BFy8Oc8BAYl7sPqKpHt8zz1Tth/3VVy5Mun27Vak4Pl5k8GAXJg2BsjKRvn2ZdpaezjQ0OygoELnkEpHWrVnd2K4gy7Iy1uFbudKe8RYtYgG6W2/Vuoxh8tVXVQsIDRtW/XmItjg+v7JhQ9XCJps2uTDp/v2WJ7W0tO4+tF5hDDB3LpuiN2jANBo7SE52phetMYcXSwiHE09kkQUlbJo2tfxYSUnhO150qRsm113H6uf16nHFNXy4C5N27syuXCkpLO302GMuTBoiycksgT9okDPhJaWlXAdVZvZspq79+c9WNK4S0XTtyh70bdtS6TVvboWthoJafGHSpQuwcSP3sbt0qVqGzzGMobOgoixSZp1OrOjko49YHqqkhN+Kv/yFHt+RI2mGL1zI8/7zH2/lrEBEYwvD4OKLgTvuYEDB449zofPSS6GNpRafDTRqRN3jitKr4NRTgddeAyZMAM4918WJfcS117L4QUkJcMstVuPyigDuwkKmHnjN9u3AccdRrlGjDo89VAJi0ybrpcvPD6+Igiq+SKS4mCZmSQnt/Z9+cl+GXbuoVGork+M0SUnW47g4HpmZQIcO3HtIS6OJ4DUPPcQ4jLIyptXNmeO1RBFJ585c4lYUK7766tDHCkvxGWOeMMb8bIz5yRjzrjGmYTjjKQGSmMgMg4wMfgIuusjd+T/+GGjXjpv3Q4far/w2bQLefLNuT9EbbzBspHFjOjsSE6kMFy3iPt/q1ZTPLdasYbxFu3YM+ang0JQ+v6T4BcG8ecyN79WLCS5ekJzMymYTJ/IjOH58GIMF4vqt6QBwNoCE8sePAXgskOuCDWf5+WeRzz+3vxWdZ5SWhh/eUFws8s47Ih995H4pqp49rbiCtDSRVavsG3vVKoa/1KvHn6tX2ze203Ttar0uKSnWe7xrF1+z5GSRK67wV+mwACgpsUpVASJHH+21RDUDN5oNichnIlJS/nQhgFbhjFcdb74JnHACi21kZloVkSOWNWtor9evz93aUK2lhATmlA4d6r4F0battY8mYm/y9PvvcwMnJ4c/P/jAvrGdpnKTptJS68PatCnT3woK2GXHBxZfcTEz6Nq3Z+/z2jJXS0qqfu+iofCPne/ANQBm2zgeADrr8vL4Pdi8OeLyvQ/nzjuZblVaSq9khecxkpg0iQ6VHj243LSzJHzPnlYKXHIy54gUXniBIUaJiUznadTIa4lqZOJE1rXYuJFO73ffrfnc5GSmWVf0onrqqeDnW7aM9Rr80jeqznAWY8wXAJpX86d7ROT98nPuAVACoMaoUmPMWABjAaBNmzYBC9ijB5VdQQF1RRCX+pO0NN7xS0t5m01NDe760lK+GOnpzsgXCE2b0jJzgiFD+K388EMGRUZSzf/zz+dNrbAwsFL5HrJzpxUHV1ZWd+X8++8HbryRhn6w+nziRO7HxccDRx/NdDPPu60Gsh6u7QBwFYAFANICvSaYPb7cXDasP/dckXnzQlr2+4tt20QyM1m2/B//CO7aZctEGjViE+srr4yQeviKH9myRaR5c27Rduwosm+fc3Mdf7y1P5iebl9GYHUgwD2+cJXeYACrATQN5rpoytV1lTPPrPoJWrq0+vOmTBFp00ZkwACRrVvtl6OoSCQ72/5xFVcpKGA7k+JiZ+e57DL6dQD6rJxUsoEqvnD3+F4EUA/A58aY5cYYn4TIRykZGVal5bKy6iOmt2wBrr+eG6Lff8+cOjv59lsu4444Ahg3zt6xFVdJTqZzw+ll54QJ/KiMGsXU7YY+CHoL618WkY52CaIEwAsvULFt3MjA3M6dDz8nO7tqAQO72x7+9a8sPAoAr7zCjIn27e2dQ4kq0tKAJ5/0WoqqeL3FqARD69Z196bt0gUYNozOh4QEJjXaSb16zDetiH8I1jmjKD7A+4AixV6MYYjJxo1MKxs40N7xp0xhWfZmzVgJuXl1Dv8ooaSE7swhQyIrnlCpk6i3+PLzufKrqTp61OKUQjr6aDZbjQWefBJ44gkGkn7zDWMuu3XzWirFBqLa4nv+eda/bNDA+cZjvmX2bOBPfwJmzvRakshj+XIqPYB3z19+8VYexTaitstaSQm3n0rKE+oaNQL27nV0Sv/x/fdsjpqXxx3m6dMZZKsExjffMIC6sJBe9GOOARYsiJr+ptnZrONw3HE0DqKBmO+yFhdXtWqRq7XyAmDNGuCzz6qWrbedpUutXOC8PFYtcYv8fGDt2vDK5HrNwIHAvfdajY02bmRsRhTw22/ctTjnHFbxcqVlgo+IasX31lvsBN+unb9aH8yaxdYOo0Y5XHjhnHPo2c3IoOZ3y9rbsoUveu/e7AS3Z4878zpB69ZWoFt8vLepgjYycyYrGWdn85gxw2uJ3CVqFR9AZ9y2bWwI1KeP19JYPPOMVYBkyxYHCy8ccwyLlP7f/7G140knOTTRIbzyCpVdbi6TQiN5f/GPfwT+8AeuBQcNsj8g3CPat7dWRMnJvE/FElHv1fUjPXu6WHihfXv3A4yPOorfqvx8WkmRHPKSkAC8/rrXUtjOBRfQV/Pee8B55wGjR3stkbuo4vOAp5/mimntWvatPuooryWymTFjaGl+/jnX8xdc4LVEyiEYA9x1F49YJGq9uoqixB4x79VVFEWpCVV8ihKDVNQ3i1VU8SlKjDF/PmOwU1JY8CcWUcWnKH4gKwt49VXGXznM1VezYVBRERsNZWc7PqXvUK+uonjNhx+y454xDKpbvdreBk6HYIxjQ0cMavE5yKRJbI15/fVR0BZTcY7XXmNKYW4u+z7On+/odP/9L/tFpaaykEf9+o5O50vU4nOIxYuBm2/m53nNGt7A77/fa6kUXzJwIPDxx/ywlJYC3bs7Ol2fPizVGMuo4nOILVusCvAFBcC6dd7Ko/iYG2+k+bVkCXDZZUw1VBxFA5gd4uBB5uhv28Y9lXnzuOxVFMU5Ag1gVovPITIymLW1ejXQtq3v+0srSkyhis9BkpOBXr28lkJRlENRr67PWL+eOf5/+xvrpSmKYj9q8QXI4sXAgw8CLVqwY6MTpbpLS4F+/ehxS0wEVqxggRNFUexFFV8A5OQAZ57Jn0lJVEzvvmv/PAcOsC+ICKPqHStQ6gQijEGrXO9fUXyKLUtdY8wtxhgxxjSxYzy/sWuX1bSoqAhYubLq38vK2IXw/PPZxztUGjUC+venYyQ9nUveiGDTJpbwTUlh7b3SUq8lUpRaCVvxGWNaAzgbwObwxfEn7dszFCUjg+FWt95a9e///jeDk99/H7jkEmDZstDmMYYNiF5/HfjoI+CRR8IW3R3uv5/da0S4Nv/yS68lUgLk1Vd5r5o61WtJ3MWOpe4zAG4HEIat42/i4oC5c5lJ1LQp0LVr1b8vXVq1/eqaNaF7cxMTWQo8okhO5j9eVkbll5REEzk31599C2fMAD79FBg5MgJfbPv46CNg3Di+TZ9+ys/2ued6LZU7hGXxGWOGA9gqIj/aJI9vSUwETj/9cKUHcEmalsacx9RU9qSJKR58kJo+PZ2lP5o0YY5ekyZULhUtLv3Ae++xwfrUqSwM8O23XkvkGStXMqsI4BbOihXeyuMmdVp8xpgvAFTXLeYeAHeDy9w6McaMBTAWANo42l3Hffr354dm1Sp6ZaOk33TgNGtWtWfv8OGseyRCU+L774FTTvFOvsosXmyZ56WlNNcHDPBWJo84/3zg4Ye5xSISW73m61R8IlKt/WKM6QagPYAfDevctAKw1BhzkojsqGaciQAmAkxZC0doP9KhAw8FNH3j47ncFeHmqF+44ALg2WetROpYWdtVw7HHMrMoK4v9nVu18loi9wh5qSsiK0SkmYi0E5F2AH4DcEJ1Sk+JMZ58EjjxRC51776b/TSdYu5cmtwXXgjs3l33+b170/v0n//QTI/RggAFBcCCBdT/558fW0oP0Di+mKCwkAZYgt3vdnExracNG1h0sFs3/v7II7m8dZr9+4Fhw7h0TUjgz48/rvu6Tp14xCh5eYxS2LaNq/05c2JvtW9bylq55fe7XeMp9vDoo1xpNmjAD7it3H478I9/0Ho65RRGX7tJRbQ3wGX1r7+6O3+E8s03VHo5OVSCTz7ptUTuo7m6UUxODnDffdQJeXnA2LE2T/Dtt0B+vtWya8MGmyeog/btgdNOozc5NZVKWKmTNm2sGPOUFO71xRq61I1iEhKsPXyAusFWrrkG+PlnPm7cGOjSxeYJ6sAYBqP9+CPnj7JoAafo0gWYMoW7FL16AQ884LVE7hO1iq+wkEcs9hOoIDWV4WrjxgH16jFuNyy+/x4YPZo74xMnAjfcwH29zZuBoUMd0KwBEBcXM7W/9u1jllBiIl/6cJzlF13EI1aJygrMc+YwaqGkhOWdHn3Usalii9atmZoGcI2Uk+OAx0SpiR49aGAbw3jRr77yWiL/EWgF5qjc47vxRm49FRcDzzwD/K4uF3uo3CqutNRfGRlRTmkpo2+Kivg2LFzotUSRTVQqvsrL24pWpYoNTJpESy8hAXj6aS1B5SLx8Qw5SUujL2fIEK8limyicp3y+uuMZ923jxu49eoFfu2iRcArr7DD3/XXV3UOxDzDh7OLUlkZN5oUV/n0U+7TJiZyq1UJnahUfMcdd3jNvEDYvBk44wxWq0hLY2HQu++2X76IJj6eh+I6KSmsAaGEj9ozlVi92vpO5+U53tBeURSPiEqLL1ROPpl31dJSxuNedZXXEimK4gSq+CrRqBGXyHPmAJ07Ayed5LVE/iY3F/juO1al6djRa2kUJXB0qXsITZsCl1/ujNL76CM2Fm/cGJg92/7x3SQ3lw6gUaMYX2Z7HrCiOIgqPhe55BJ6mvfuZfHfSOb771kFqiLR/bnnvJZIUQJHFZ+LVG4+FumNyDp0sP6H1FRnS+75kZ07gWuvBa64Ati40WtplGBRxecikyfTeZKSwiTxSOboo4F33gEGDwZuuin6Et1nz2Zx5nvvZQbQoQwdyg5l06cDp57qunhKmERlrq6fqXi5Wa1f8SNr17JQZ14erdnbbjtcsWdkcJ8T4HtZWKgx3X4gpnN1/YwxqvT8zrp1Vjxnfj6wfPnh51x9NVPHMjLYSC5SlF52tqWwYxlVfIpr5ORUv2z0GwMG0Ptevz4zeMaNO/yc558HPvkEePdd4I033JcxFB5/nG1QGjcGpk3zWhpv0aWu4jgidARMncql42efAX36eC1V7eTk0HPdsSP3MyOd4mIq8ZISPm/UyP1OAW6gS12lWvLzGU+4ZIl7c65dy8IRJSVUKOPHuzd3qNSrB5xzzuFKb88eYMIE9jTywGYImfj4qsV0gincEY2o4oshiotpaV1yCTBwIL/AbpCaaimJuDj3qmLv3WvVTbWDggI6PcaPZ3WUhx+2b2yniYsD3n8faNuWWUnvvOO1RN6iii+G+OUXbtxXBB2/8II787ZtCzz1FLNievZk1XqnefNNoGVLts3985/tGfOXX6hM8/PpIJg5055x3WLQIMYc/vwz2wvHMqr4YoiWLa36gikp7n74b7gB2LWLS+y2bZ2f7/bbaaEVFDBmcteu8Mds357Lxbg4WrFnnBH+mIo3aJGCGKJhQ2DePHr32raN7m6MzZqxvmJZGfe30tPDH7NePWDxYhaibtPGgXadimuoV1eJStavZzrZnj3suzJ4sNcSKW7gmlfXGPMXY8zPxphVxpjHwx1PiV7efpudIEePBvbvd3auDh1YSHbNGlV6yuGEtdQ1xpwOYDiAHiJSaIxpZo9YSrSxeTPLfeXns9J1UhLw2mv2z7N/P3ulrFsH3HcfMGyY/XMokU+4e3zXA3hURAoBQERs2EJWopGdO600sKIiYMMGZ+a54QZalsXFbJj9669AixbOzKVELuEudTsBGGCM+cEY87Ux5kQ7hFKij169eKSnM4PAKcfKunVWWlxcHBWuXykrA665BmjQADj7bDawU9yhTsVnjPnCGLOymmM4aDEeAaAPgNsAzDKm+hR8Y8xYY0yWMSZr9+7dtv4Tiv9JSADmzgUWLKC1d9ZZzsxz330MNUlPZ7Bx9+7Vn5eTA5xyCosLDBlCK9Rt3nsPmDWLhQO++YZOGMUd6lzqisigmv5mjLkewDtC1/AiY0wZgCYADtNsIjIRwESAXt2QJVYilvh4oFs3Z+cYOpRW344dVHo1dcJ86SUgK4tpdN98w7p6brduzM+3HpeWatUUNwl3qfsegNMBwBjTCUASgN/DFUpRwuGoo7isrq3976FRXF7k3Y4cacnZpk1k5DBHC+EqvskAOhhjVgKYCeBK8SIwUFGC5PrrmT4XFwf06wdceqn7MqSkAN9+y6Xur78CRx7pvgyxSlheXREpAnCZTbIoimvUrw8sXEhLz+vCsGlp3s4fi2iurhLTeK30FG9QxacoSsyhik9RlJhDFZ+iKDGHlqVSqiUnB3j6aRYsHT8eaN7ca4kUxT5U8SnVMmIEq5uUlgJvvcVwC3UEeIcIsHUrO6SlpnotTeSjS12lWhYvZpPskhJg06aqWQaKu5SUsGz8MccwOHvZMq8linxU8SnVMmoU813T0xngq7Fm3vHdd8CiRSyjf+AA85GV8NClrlItkyaxll1+PlOrFO9o1IiVXAAWVdAMj/BRi0+plrg47vNdcgmQnOy1NKEhQuvo+OOBW27hfmUk0r07W1m2aQOceSZ7pijhoRafErWMGcMOawArtnTpwt9FIjfdxEOxB7X4lKgkOxv473+t54WF9jYXVyIbVXxKVGJM1bJUcXHu19tT/IsqPiUqqVcPePFFeqUbNwa+/JJ7ZIoCqOJTophrr2Ufi99/B047zWtpFD+hik9RlJhDvbqKI/z2GzBhAtCsGXDddeyjqyh+QRWfYjuFhcCJJwK7d1PhLVsGTJ7stVSKYqFLXaVWnn2WVttJJzFJPhC2b2c4SWkpMz/mznVWRkUJFlV8So388gtw99203JYuBW68MbDrWrUCWra0+tuOGuWsnIoSLLrUVWokN5fxbwCtt+zswK5LSGBS/axZQNOmwPnnOyejooSCWnxKjfTsSaWVkAA0bAg8+WTg1zZsCIwdy3xfJ+v4ffEFU7nef9+5OZTow3jRBjczM1OysrJcn1cJjQMHuGRN8Nn6YOFCJu3n5bFs1qxZwNChXkuleIkxZomIZNZ1nlp8Sp00aOA/pQdwOV1RcSUvj3XrFCUQVPEpEcvZZ1Mhp6XxOO88ryVSIoWw7uPGmJ4A/gMgBUAJgBtEZJEdgilKXRx7LL3N8+YBffqwbp2iBEK4C5jHATwgIrONMeeWPz8tbKkUJUA6deKhKMEQ7lJXANQvf9wAwLYwx1MURXGccC2+mwF8aox5ElSi/cIXSVEUxVnqVHzGmC8AVNdO+h4AZwIYLyJvG2MuAvAKgEE1jDMWwNjyp4XGmJWhiWw7TQD87rUQ5agsh+MXOQCVpSb8JEvnQE4KK47PGHMAQEMREWOMAXBAROoHcF1WILE2bqCyVI9fZPGLHIDKUhORKEu4e3zbAJxa/vgMAP8LczxFURTHCXeP71oAzxljEgAUwFrKKoqi+JawFJ+IzAfQO4RLJ4Yzr82oLNXjF1n8IgegstRExMniSa6uoiiKl2jKmqIoMYdnis8Y09MYs9AYs9wYk2WMOckrWcrl+Ysx5mdjzCpjzOMey3KLMUaMMU08lOGJ8tfjJ2PMu8aYhh7IMNgYs9YY86sx5k63568kR2tjzFxjzOryz8dNXslSSaZ4Y8wyY8xHHsvR0BjzVvlnZY0xpq9Hcowvf29WGmNmGGNSar1ARDw5AHwGYEj543MBzPNQltMBfAEgufx5Mw9laQ3gUwCbADTxUI6zASSUP34MwGMuzx8PYB2ADgCSAPwIoItHr8VRAE4of1wPwC9eyVJJpr8BeB3ARx7LMRXAn8ofJ4HhbW7L0BLABgCp5c9nAbiqtmu8XOr6Kd3tegCPikghAIjILg9leQbA7eDr4xki8pmIlJQ/XQiglcsinATgVxFZLyJFAGYCGO6yDIS7g1EAAAKnSURBVAAAEdkuIkvLH+cAWAN+2TzBGNMKwFAAL3slQ7kcDQAMBBMXICJFIrLfI3ESAKSWR5ikoQ594qXiuxnAE8aYLQCeBHCXh7J0AjDAGPODMeZrY8yJXghhjBkOYKuI/OjF/LVwDYDZLs/ZEsCWSs9/g4fKpgJjTDsAvQD84KEYz4I3xzIPZQCA9gB2A5hSvux+2RiT7rYQIrIV1CGbAWwHEyk+q+0aR8tL2pXu5oIsCQCOANAHwIkAZhljOki53eyiHHeDS0xXqE0WEXm//Jx7wJJj092Sy68YYzIAvA3gZhEJsAOJ7TIMA7BLRJYYY07zQoZKJAA4AcBfROQHY8xzAO4E8Hc3hTDGNAJXA+0B7AfwpjHmMhGZVuNFHu4NHIAVTmMAZHsoyxwAp1d6vg5AU5dl6AZgF4CN5UcJeAdr7uHrchWABQDSPJi7L4BPKz2/C8BdHr4WieDe69+8kqFcjkdA63cjgB0A8gBM80iW5gA2Vno+AMDHHshxIYBXKj2/AsC/a7vGy6Wun9Ld3gMdHDDGdAI3aV1NuhaRFSLSTETaiUg78MN9gojscFOOCowxg8Hl1B9EJM8DERYDOMYY094YkwTgYgAfeCAHyvPQXwGwRkSe9kKGCkTkLhFpVf4ZuRjAVyJymUey7ACwxRhTURjgTACrPRBlM4A+xpi08vfqTHAftka87KTgp3S3yQAml1eMKQJwpZTfOmKYFwEkA/icnyUsFJE/uzW5iJQYY8aBVlY8gMkissqt+Q+hP4DLAawwxiwv/93dIvKJR/L4ib8AmF5+c1oP4Gq3BRAus98CsBRcKS1DHRkcmrmhKErMoZkbiqLEHKr4FEWJOVTxKYoSc6jiUxQl5lDFpyhKzKGKT1GUmEMVn6IoMYcqPkVRYo7/B8zdtEWqBsVoAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -812,7 +841,7 @@ "xv = df[\"a\"]\n", "yv = df[\"b\"]\n", "\n", - "colors = [\"rg\"[i] for i in df[\"label\"]]\n", + "colors = [\"rb\"[i] for i in df[\"label\"]]\n", "plt.figure(figsize=(5, 5))\n", "plt.xlim([-8, 8])\n", "plt.ylim([-8, 8])\n", @@ -841,12 +870,12 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -872,9 +901,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Another example for feature engineering\n", - "\n", - "**COMMENT UWE: is this section too much ?**" + "### Another example for feature engineering" ] }, { @@ -886,7 +913,7 @@ }, { "cell_type": "code", - "execution_count": 370, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -959,7 +986,7 @@ "4 -0.691444 -0.219826 True" ] }, - "execution_count": 370, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -971,12 +998,12 @@ }, { "cell_type": "code", - "execution_count": 349, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] @@ -991,7 +1018,7 @@ "xv = xor[\"x\"]\n", "yv = xor[\"y\"]\n", "\n", - "colors = [\"rg\"[i] for i in xor[\"label\"]]\n", + "colors = [\"rb\"[i] for i in xor[\"label\"]]\n", "plt.figure(figsize=(5, 5))\n", "plt.xlim([-2, 2])\n", "plt.ylim([-2, 2])\n", @@ -1012,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 350, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1067,10 +1094,10 @@ "- to distinguish background noise from speach audio samples, the frequency distribution might help. Also std deviation or a histogram of loudness / energy of a sample might help.\n", "\n", "\n", - "- to classify DNA sequences, n-gram histograms (n>=1) can be benefitial (-> GC content).\n", + "- to classify DNA sequences, n-gram histograms (n>=1) can be benefitial.\n", "\n", "\n", - "- for geopolitical data a feature \"state\" can be enhanced by \"political system\" and or \"GBP\".\n", + "- for geopolitical data a feature \"state\" can be enhanced by \"political system\" and / or \"gross national product (GNP)\".\n", "\n", "\n", "- for sales data add a feature \"is week day\".\n", @@ -1133,43 +1160,86 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Exercise section" + "## Exercise section 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "1. Modify the weights in the beer classifiers and check if you can improve separation in the histogram.\n", + "To prepare the next bigger exercise, we quickly introduce how to add so called polynomial features to our data:" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4\n", + "0 -1.539782 0.950822 2.370928 -1.464059 0.904063\n", + "1 0.436266 -1.768324 0.190328 -0.771460 3.126968\n", + "2 -1.466436 1.391890 2.150435 -2.041118 1.937358\n", + "3 -1.037642 -0.953587 1.076700 0.989482 0.909329\n", + "4 -0.691444 -0.219826 0.478094 0.151997 0.048323\n", + "5 1.436550 -0.046027 2.063676 -0.066121 0.002119\n", + "6 0.664361 -1.234410 0.441375 -0.820094 1.523768\n", + "7 0.164649 -1.848453 0.027109 -0.304346 3.416779\n", + "8 -1.883945 -0.222088 3.549248 0.418402 0.049323\n", + "9 0.934993 -1.081893 0.874212 -1.011563 1.170493\n" + ] + } + ], + "source": [ + "from sklearn.preprocessing import PolynomialFeatures\n", "\n", - "Try weights `[-0.05837955, 3.69479038, 0.6666397 , 1.62751838]` in the beer classifier. These are the weights the `LogisticRegression` classifier in the previous script computed.\n", - "\n" + "df = pd.read_csv(\"xor.csv\")\n", + "features = df.iloc[:10, :-1]\n", + "preproc = PolynomialFeatures(2, include_bias=False)\n", + "data = preproc.fit_transform(features)\n", + "print(pd.DataFrame(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "2. The following script learns classifiers on different data sets and plots decision surfaces." + "In this case \n", + "- columns 0 and 1 are $x$ and $y$ from the original data set.\n", + "- column 2 is $x^2$\n", + "- column 3 is $x y$\n", + "- column 4 is $y^2$.\n", + "\n", + "A complete description can be found here: https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.PolynomialFeatures.html" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following script now learns classifiers on different data sets and plots decision surfaces." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "487 out of 500 predicted correctly\n" + "113 out of 200 predicted correctly\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7ffb380e65f8>" + "<Figure size 432x432 with 1 Axes>" ] }, "metadata": { @@ -1196,7 +1266,6 @@ " y = np.linspace(ymin, ymax, N) \n", " points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)\n", " \n", - "\n", " if preproc is not None:\n", " points_for_clf = preproc.fit_transform(points)\n", " features = preproc.fit_transform(features)\n", @@ -1207,12 +1276,12 @@ " predicted = clf.predict(features)\n", " print(sum(predicted == labels), \"out of\", len(labels), \"predicted correctly\")\n", " classes = np.array(clf.predict(points_for_clf), dtype=bool) \n", - " plt.plot(points[classes][:, 0], points[classes][:, 1], \"g\" + marker, markersize=1, alpha=.05);\n", + " plt.plot(points[classes][:, 0], points[classes][:, 1], \"b\" + marker, markersize=1, alpha=.05);\n", " plt.plot(points[~classes][:, 0], points[~classes][:, 1], \"r\" + marker, markersize=1, alpha=.05);\n", "\n", "\n", "df = pd.read_csv(\"2d_points.csv\")\n", - "df = pd.read_csv(\"xor.csv\")\n", + "# df = pd.read_csv(\"xor.csv\")\n", "\n", "features = df.iloc[:, :-1]\n", "labels = df.iloc[:, -1]\n", @@ -1225,12 +1294,12 @@ "# clf = DecisionTreeClassifier(max_depth=6)\n", "# clf = KNeighborsClassifier(10)\n", "\n", - "preproc = PolynomialFeatures()\n", - "# preproc = None\n", + "#preproc = PolynomialFeatures(2, include_bias=False)\n", + "preproc = None\n", "\n", "train_and_plot_decision_surface(clf, preproc, features, labels)\n", "\n", - "colors = [\"rg\"[i] for i in labels]\n", + "colors = [\"rb\"[i] for i in labels]\n", "plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=colors, marker='.');" ] }, @@ -1240,7 +1309,10 @@ "source": [ "- modify the script to use the `xor.csv` data set.\n", "\n", - "- play with the other classifiers which are outcommented in the script and play with their parameters and deactivate the feature engineering step.\n" + "- play with the other classifiers which are outcommented in the script.\n", + "- play with their parameters.\n", + "- activate the feature engineering step and experiment with classifiers and their parameters.\n", + "" ] }, {