{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Matrices"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"We denote matrices by bold capital letters (e.g., $X$, $Y$, and $Z$), and represent them in code by `pd.DataFrame`. The expression $\\mathbf{A} \\in \\mathbb{R}^{m \\times n}$ indicates that a matrix $\\textbf{A}$ contains $m \\times n$ real-valued scalars, arranged as $m$ rows and $n$ columns. When \n",
"$m = n$, we say that a matrix is _square_. Visually, we can illustrate any matrix as a table. To refer to an individual element, we subscript both the row and column indices, e.g., $a_{ij}$ is the value that belongs to $\\mathbf{A}$’s $i^{th}$ row and $j^{th}$ column:\n",
"\n",
"$$ \\begin{split}\\mathbf{A}=\\begin{bmatrix} a_{11} & a_{12} & \\cdots & a_{1n} \\\\ a_{21} & a_{22} & \\cdots & a_{2n} \\\\ \\vdots & \\vdots & \\ddots & \\vdots \\\\ a_{m1} & a_{m2} & \\cdots & a_{mn} \\\\ \\end{bmatrix}.\\end{split} $$\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" a \n",
" b \n",
" \n",
" \n",
" \n",
" \n",
" v1 \n",
" 1 \n",
" 50 \n",
" \n",
" \n",
" v2 \n",
" 20 \n",
" 6 \n",
" \n",
" \n",
" v3 \n",
" 3 \n",
" 70 \n",
" \n",
" \n",
" v4 \n",
" 40 \n",
" 8 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" a b\n",
"v1 1 50\n",
"v2 20 6\n",
"v3 3 70\n",
"v4 40 8"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd \n",
"\n",
"df = pd.DataFrame({'a': [1, 20, 3, 40], 'b': [50, 6, 70, 8]})\n",
"\n",
"df.index = ['v1', 'v2', 'v3', 'v4']\n",
"\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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v3k2P0y8GYNasWcyaNYuSkhKmTJnSUSWYmR01CjHEdAUwPnlcCSwGvtIRT7yrroHHlq1vdZsXdpVx8qhRzJ07l/r6eiZNmsTgwYMP2m7GjBksWbIEgNdffx3ITWhv2LABgFNPPZW77uqwbDMzKzpZB0QAz0oK4F8j4mHghIjYBBARmyQd/O4MSJoGTAM46aST2nSwxn1BbV1Dq9vU1DVw3fU38Pd3fwtoeXJ6yZIlB10Su2LFClasWAHAuHHjHBBmdlRTRGT35NLQiNiYhMBzwO3A/Ijol7fNexHRv7XnKS8vj6qqqkMeb3ttHeO+t7jVkOhTWsLiO8czsHdpW1+GmVmXJOnFvOH9w5bpHEREbEzutwA/Ac4BNksaApDcb+mo4/VKrlZqzbVnD6dX6VF58ZaZWYfKLCAk9ZLUp+kx8AngFWA+0DSuUwE81VHH7NG9G7eOG8XwAT1T1w8f0JNbxo2iR/duHXVIM7OjVpZ/Sp8A/ERS03F+HBE/k7QMeFzSTcDbwDUdedBBfUqZd+v5/Msv1/LYsvXU1jXQJzmzuGXcKMr6eGjJzKwtMp2D6ChtnYPIt6e+kV11DTRG0E2iV2mJzxzM7JhypHMQR+1gfI/u3RwIZmZH4Kj9LiYzMzsyDggzM0vlgDAzs1QOCDMzS+WAMDOzVA4IMzNL5YAwM7NUDggzM0vlgDAzs1QOCDMzS+WAMDOzVA4IMzNL5YAwM7NUDggzM0vlgDAzs1QOCDMzS+WAMDOzVA4IMzNL5YAwM7NUDggzM0vlgDAzs1SZB4SkbpJekrQgWR4g6TlJryX3/bOuwczMDl9nnEF8EViVt3wXsCgiTgEWJctmZlZkMg0IScOATwEz8pqvACqTx5XAlVnWYGZm7ZP1GcT9wJeBfXltJ0TEJoDkfnDajpKmSaqSVLV169aMyzQzs+YyCwhJnwa2RMSL7dk/Ih6OiPKIKC8rK+vg6szM7FBKMnzu84HPSLoc6AH0lTQb2CxpSERskjQE2JJhDWZm1k6ZnUFExFcjYlhEjASuA34RETcA84GKZLMK4KmsajAzs/YrxOcg7gUulfQacGmybGZmRaZNQ0ySegCfBy4AAlgCPBQRe9qyf0QsBhYnj7cDE9pRq5mZdaK2zkHMAmqAB5Ll64EfAtdkUZSZmRVeWwNidESMyVv+T0kvZ1GQmZkVh7bOQbwk6WNNC5LOBX6TTUlmZlYMWj2DkPR7cnMO3YE/k/R2sjwCWJl9eWZmViiHGmL6dKdUYWZmRafVgIiItzqrEDMzKy7+PQgzM0vlgDAzs1QOCDMzS+WAMDOzVA4IMzNL5YAwM7NUDggzM0vlgDAzs1QOCDMzS+WAMDOzVA4IMzNL5YAwM7NUDggzM0vlgDAzs1QOCDMzS+WAMDOzVJkFhKQekpZKelnSq5K+lbQPkPScpNeS+/5Z1WBmZu2X5RlEHXBxRIwBxgKXSfoYcBewKCJOARYly2ZmVmQyC4jIqU0Wuye3AK4AKpP2SuDKrGowM7P2y3QOQlI3ScuBLcBzEfFb4ISI2ASQ3A9uYd9pkqokVW3dujXLMs3MLEWmARERjRExFhgGnCPpjMPY9+GIKI+I8rKyssxqNDOzdJ1yFVNE7AAWA5cBmyUNAUjut3RGDWZmdniyvIqpTFK/5HFP4BJgNTAfqEg2qwCeyqoGMzNrv5IMn3sIUCmpG7kgejwiFkh6Hnhc0k3A28A1GdZgZmbtlFlARMQK4KMp7duBCVkd18zMOoY/SW1mZqkcEGZmlsoBYWZmqRwQZmaWygFhZmapHBBmZpbKAWFmZqkcEGZmlsoBYWZmqRwQZmaWygFhZmapHBBmZpbKAWFmZqkcEGZmlsoBYWZmqRwQZmaWygFhZmapHBBmZpbKAWFmZqkcEGZmlsoBYWZmqRwQZmaWKrOAkDRc0n9KWiXpVUlfTNoHSHpO0mvJff+sajAzs/bL8gyiAZgeEacBHwP+QtLpwF3Aoog4BViULJuZWZHJLCAiYlNE/C55XAOsAk4ErgAqk80qgSuzqsHMzNqvU+YgJI0EPgr8FjghIjZBLkSAwS3sM01SlaSqrVu3dkaZZmaWJ/OAkNQbeBL4UkTsbOt+EfFwRJRHRHlZWVl2BZqZWapMA0JSd3Lh8KOImJc0b5Y0JFk/BNiSZQ1mZtY+WV7FJGAmsCoi7stbNR+oSB5XAE9lVYOZmbVfSYbPfT5wI/B7ScuTtq8B9wKPS7oJeBu4JsMazMysnTILiIhYAqiF1ROyOq6ZmXUMf5LazMxSOSDMzCyVA8LMzFI5IMzMLJUDwszMUjkgzMwslQPCzMxSOSDMzCyVA8LMzFI5IMzMLJUDwszMUjkgzMwslQPCzMxSOSDMzCyVA8LMzFI5IMzMLJUDwszMUjkgzMwslQPCzOwYIOmvJUVyu6Qt+zggzMyOcpLOBP4aqD2c/RwQZmZHMUk9gB8CVcBPDmffzAJC0r9L2iLplby2AZKek/Ract8/q+ObmR0tnn/+eSRx9dVXt7jNaaedRmlpKdXV1c1XfQc4GZgK7Duc42Z5BvEIcFmztruARRFxCrAoWTYzs1acd955jB49mgULFrB9+/aD1i9dupTVq1czadIkBgwYkL+qD/BF4KsR8d+He9zMAiIifgU0j7IrgMrkcSVwZVbHNzM7mlRUVFBfX8+cOXMOWldZWbl/mybvv/8+wEjg18A/t+eYnT0HcUJEbAJI7gd38vHNOt0777zDAw88wMSJExk5ciSlpaUMHDiQSy+9lHnz5hW6POsibrzxRo477rj9YdBk7969PProowwePJiJEyfub7/99tsBSoA/j4hozzGLdpJa0jRJVZKqtm7dWuhyzNrtgQce4Atf+AJr1qzhoosu4o477uCTn/wkv/71r5k8eTJ33HFHoUu0LmDYsGFMmDCBqqoqVq5cub/96aefprq6milTplBSUgLAvHnz+OEPfwiwISLeaPdBIyKzG7nTm1fyltcAQ5LHQ4A1bXmes846K8y6qieffDIWL158UPvKlSujb9++AURVVVUBKrNitntvQ2yr2ROb398d22r2xO69DfGjH/0ogPjyl7+8f7tJkyYFEMuXL4+IiO3bt8egQYPi4osvDqAqDnxPfgQI4JJow3tvZ59BzAeaBskqgKc6+fhmR+xwryi5+uqrGTduXOo21157LQCLFy/OqlzrgrbV1PHdn61m3PcWc849ixj3vcV87+dr+Pgll9O3b19mz55NY2MjW7du5ZlnnmHMmDGMGTMGgLfffptt27bxi1/8AuCsvA/HBX98/30uaftSa3WUZPUCJc0BxgODJG0A/ga4F3hc0k3A28A1WR3fLCvNrygZOHDgAeubriiZPHly8ytKDtK9e3eA/UMDZttq6rjqod+wvnr3/rbaugZmLnmTZ1e+y2eumszsyh+wcOFCVq1aRUNDwwGT0wMHDuSmm24CYObMmds48A/xC4FTgGeAjcArtCLLq5iuj4ghEdE9IoZFxMyI2B4REyLilOT+oAt2zbqCw72iJM3OnTt58sknkcQnPvGJTOq0rmVPfSMP/XLtAeGQb331bnqcfjEAs2bNYtasWZSUlDBlypT92wwfPpwZM2YwY8YMgLci4uamG/BfyWb3JW0LW6unaCepzYrZ4V5R0lxEcPPNN7N582ZuvfVWTjvttKxLti5gV10Djy1b3+o2L+wq4+RRo5g7dy4vvfQSEydOZPDgbC4IdUCYtcPhXFGSZvr06cydO5ePf/zj3HfffZ1RsnUBjfuC2rqGVrepqWvgs9ffQH19PXDoM9Uj4YAwa4M99Y1sr61jy849bK+tY099I1OnTgU44CyiLcNLd955J//4j//IhRdeyH/8x39QWlqaae3WdXQ7TvQubX0+qk9pCXd+5av7rzSaPHlym58/IqZGhA41tNTEM2Nmh7Ctpo4HF7/O41UbqK1roHdpCdeePZypeVeU3HPPPVRXVx90RUlzf/mXf8n999/PRRddxIIFCzj++OM7+dVYMeuV/L81c8mbLW5z7dnD6XWIEOkoDgizVhzpFSVNIoLbbruNBx98kEsvvZSnnnqKnj17duZLsS6gR/du3DpuFM+ufDd1onr4gJ7cMm4UPbp365R6PMRk1oKOuKIEcuEwbdo0HnzwQSZOnMj8+fMdDtaiQX1KmXfr+dx0wcn7h5v6lJZw8wUnM+/W8ynr03lDkj6DMGvB4V5RUl9fz6RJkw66ouTb3/42M2bMoGfPnowdO5Z77733oOcZO3YsV155ZUeWb11YWZ9S7vzkaD4/fhSNEXST6FVa0mlnDk0cEGYtaOsVJdddfwN/f/e3gPTJ6TffzI0n7969m+985zupz1NRUeGAsAP06N6t0wOhOUX7vuSvU5WXl0dVVVWhy7BjzPbaOsZ9b3GrIdGntITFd45nYG9fiWTFR9KLEVHe3v09B2HWgqYrSlrTmVeUmHU2B4RZC5quKBk+IH1CubOvKDHrbA4Is1YU0xUlZp3NcxBmbbCnvpFddQ0FvaLE7HAd6RyEB0/N2qAYrigx62weYjIzs1QOCDMzS+WAMDOzVF1iklrSVuCtFlYPArZ1YjmHw7W1j2trH9fWfsVc35HUNiIiytp74C4REK2RVHUks/RZcm3t49rax7W1XzHXV8jaPMRkZmapHBBmZpbqaAiIhwtdQCtcW/u4tvZxbe1XzPUVrLYuPwdhZmbZOBrOIMzMLAMOCDMzS9WlA0LSZZLWSHpd0l2FriefpHWSfi9puaSCftOgpH+XtEXSK3ltAyQ9J+m15L5/EdX2TUnvJH23XNLlBaptuKT/lLRK0quSvpi0F7zvWqmt4H0nqYekpZJeTmr7VtJeDP3WUm0F77e8GrtJeknSgmS5YP3WZecgJHUD/hu4FNgALAOuj4iVBS0sIWkdUB4RBf/wjaQLgVpgVkSckbR9F6iOiHuTcO0fEV8pktq+CdRGxPc7u55mtQ0BhkTE7yT1AV4ErgSmUuC+a6W2z1LgvpMkoFdE1ErqDiwBvghcTeH7raXaLqMI/p8DkHQHUA70jYhPF/Lfalc+gzgHeD0i3oiIvcCjwBUFrqkoRcSvgOpmzVcAlcnjSnJvLp2uhdqKQkRsiojfJY9rgFXAiRRB37VSW8FFTm2y2D25BcXRby3VVhQkDQM+BczIay5Yv3XlgDgRWJ+3vIEi+QeSCOBZSS9KmlboYlKcEBGbIPdmAwwucD3N3SZpRTIEVZDhr3ySRgIfBX5LkfVds9qgCPouGSZZDmwBnouIoum3FmqDIug34H7gy8C+vLaC9VtXDgiltBXNXwLA+RFxJjAR+ItkKMXa5iFgFDAW2AT8QyGLkdQbeBL4UkTsLGQtzaXUVhR9FxGNETEWGAacI+mMQtSRpoXaCt5vkj4NbImIFzv72C3pygGxAcj/RflhwMYC1XKQiNiY3G8BfkJuSKyYbE7GsZvGs7cUuJ79ImJz8o94H/BvFLDvknHqJ4EfRcS8pLko+i6ttmLqu6SeHcBicmP8RdFvTfJrK5J+Ox/4TDJ/+ShwsaTZFLDfunJALANOkXSypA8A1wHzC1wTAJJ6JROHSOoFfAJ4pfW9Ot18oCJ5XAE8VcBaDtD0jyFxFQXqu2RCcyawKiLuy1tV8L5rqbZi6DtJZZL6JY97ApcAqymOfkutrRj6LSK+GhHDImIkufezX0TEDRSy3yKiy96Ay8ldybQW+L+Frievrg8BLye3VwtdGzCH3GlzPbkzr5uAgcAi4LXkfkAR1fZD4PfACnL/OIYUqLYLyA1brgCWJ7fLi6HvWqmt4H0HfAR4KanhFeAbSXsx9FtLtRW835rVOR5YUOh+67KXuZqZWba68hCTmZllyAFhZmapHBBmZpbKAWFmZqkcEGZmlsoBYWZmqRwQZmaWygFh1k6Sfpp8GeOrRfqFjGZHxB+UM2snSQMiojr5yoZlwLiI2F7ousw6SkmhCzDrwr4g6ark8XDgFMABYUcNB4RZO0gaT+6L3s6LiD9IWgz0KGRNZh3NcxBm7fNB4L0kHE4FPlbogsw6mgPCrH1+BpRIWgH8LfBCgesx63CepDYzs1Q+gzAzs1QOCDMzS+WAMDOzVA4IMzNL5YAwM7NUDggzM0vlgDAzs1T/Hz7PLikbQo5UAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"from matplotlib import pyplot as plt\n",
"\n",
"ax = sns.scatterplot(x='a', y='b', data=df, s=100);\n",
"ax.set(title='Scatterplot of a vs b', xlabel='a', ylabel='b');\n",
"\n",
"def annotate(row):\n",
" plt.text(x=row['a']+0.05, y=row['b'], s=row.name, size=20);\n",
"\n",
"df.apply(annotate, axis=1);"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transpose"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Sometimes we want to flip the axes. When we exchange a matrix’s rows and columns, the result is called its transpose. Formally, we signify a matrix’s $\\textbf{A}$ transpose by $\\mathbf{A}^\\top$ and if $\\mathbf{B} = \\mathbf{A}^\\top$, then $b_{ij} = a_{ij}$ for all $i$ and $j$. Thus, the transpose of an $m \\times n$ matrix is an $n \\times m$ matrix:\n",
"\n",
"$$ \\begin{split}\\mathbf{A}^\\top =\n",
"\\begin{bmatrix}\n",
" a_{11} & a_{21} & \\dots & a_{m1} \\\\\n",
" a_{12} & a_{22} & \\dots & a_{m2} \\\\\n",
" \\vdots & \\vdots & \\ddots & \\vdots \\\\\n",
" a_{1n} & a_{2n} & \\dots & a_{mn}\n",
"\\end{bmatrix}.\\end{split} $$\n",
"\n",
"\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"In pandas, you can transpose a `DataFrame` with the **`.T`** attribute:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
" 0 1 2\n",
"a 1 2 3\n",
"b 4 5 6\n",
"c 7 8 9"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.T"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that columns of original dataframe `df` are the same as index of `df.T`"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ True, True, True])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns == df.T.index"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"text/plain": [
" 0 1 2 3\n",
"a 1 20 3 40\n",
"b 50 6 70 8"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.T"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Matrix-Vector Products\n",
"\n",
"Now that we know how to calculate dot products, we can begin to understand the product between an $m \\times n$ matrix and an \n",
"$n$-dimensional vector $\\mathbf{x}$. \n",
"\n",
"To start off, we visualize our matrix in terms of its row vectors\n",
"\n",
"$$\n",
"\\begin{split}\\mathbf{A}=\n",
"\\begin{bmatrix}\n",
"\\mathbf{a}^\\top_{1} \\\\\n",
"\\mathbf{a}^\\top_{2} \\\\\n",
"\\vdots \\\\\n",
"\\mathbf{a}^\\top_m \\\\\n",
"\\end{bmatrix},\\end{split}\n",
"$$\n",
"\n",
"where each $\\mathbf{a}^\\top_{i} \\in \\mathbb{R}^n$ is a row vector representing the $i^\\textrm{th}$ row of the matrix $\\mathbf{A}$.\n",
"\n",
"The matrix–vector product $\\mathbf{A}\\mathbf{x}$\n",
" is simply a column vector of length $m$\n",
", whose $i^{th}$\n",
" element is the dot product $\\mathbf{a}^\\top_i \\mathbf{x}$\n",
"\n",
"$$\n",
" \\begin{split}\\mathbf{A}\\mathbf{x}\n",
"= \\begin{bmatrix}\n",
"\\mathbf{a}^\\top_{1} \\\\\n",
"\\mathbf{a}^\\top_{2} \\\\\n",
"\\vdots \\\\\n",
"\\mathbf{a}^\\top_m \\\\\n",
"\\end{bmatrix}\\mathbf{x}\n",
"= \\begin{bmatrix}\n",
" \\mathbf{a}^\\top_{1} \\mathbf{x} \\\\\n",
" \\mathbf{a}^\\top_{2} \\mathbf{x} \\\\\n",
"\\vdots\\\\\n",
" \\mathbf{a}^\\top_{m} \\mathbf{x}\\\\\n",
"\\end{bmatrix}.\\end{split}\n",
"$$\n",
"\n",
"We can think of multiplication with a matrix $\\mathbf{A}\\in \\mathbb{R}^{m \\times n}$ as a transformation that projects vectors from $\\mathbb{R}^{n}$ to $\\mathbb{R}^{m}$. \n",
"\n",
"These transformations are remarkably useful. For example, we can represent rotations as multiplications by certain square matrices. Matrix–vector products also describe the key calculation involved in computing the outputs of each layer in a neural network given the outputs from the previous layer."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Finding similar vectors\n",
"\n",
"Note that, given a vector $\\mathbf{v}$, vector-matrix products can also be used to compute the similarity of $\\mathbf{v}$ and each row $\\mathbf{a}^\\top_i$ of matrix $\\mathbf{A}$. This is because the matrix-vector product $\\mathbf{A}\\mathbf{v}$ will contain the dot products of $\\mathbf{v}$ and each row in $\\mathbf{A}$.\n",
"\n",
"There is one thing to be careful about: recall that the formula for cosine similarity is: \n",
"\n",
"$$\\text{cos}(\\theta) = \\frac{\\mathbf{a} \\cdot \\mathbf{b}}{\\|\\mathbf{a}\\| \\|\\mathbf{b}\\|}$$\n",
"\n",
"**The dot product (numerator, on the right hand side) is equal to the cosine of the angle between the two vectors when the vectors are normalized (i.e. each divided by their norms).**\n",
"\n",
"The example below shows how to compute the cosine similarity between a vector $\\mathbf{v}$ and each row of matrix $\\mathbf{A}$."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"data = pd.read_csv('https://raw.githubusercontent.com/fahadsultan/csc272/main/data/chat_dataset.csv')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# creating bow representation\n",
"vocab = (' '.join(data['message'].values)).lower().split()\n",
"bow = pd.DataFrame(columns=vocab)\n",
"for word in vocab: \n",
" bow[word] = data['message'].apply(lambda msg: msg.count(word))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# l2 norm of a vector\n",
"def l2_norm(vec):\n",
" return (sum(vec**2))**(1/2)\n",
"\n",
"# bow where each row is a unit vectors i.e. ||row|| = 1\n",
"bow_unit = bow.apply(lambda row: row/l2_norm(row), axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"message\n",
"I don't have an opinion on this 1.000000\n",
"I don't really have an opinion on this 0.984003\n",
"I have no strong opinion about this 0.971575\n",
"I have no strong opinions about this 0.971226\n",
"I have no strong opinion on this 0.969768\n",
" ... \n",
"I'm not sure what to do 😕 0.204587\n",
"I'm not sure what to do next 🤷♂️ 0.201635\n",
"I'm not sure what to do next 🤔 0.200593\n",
"The food was not good 0.200295\n",
"The food was not very good 0.197220\n",
"Length: 584, dtype: float64"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# random message : I don't have an opinion on this\n",
"msg = bow_unit.iloc[20] \n",
"\n",
"# cosine similarity of first message with all other messages\n",
"msg_sim = bow_unit.dot(msg.T)\n",
"msg_sim.index = data['message']\n",
"\n",
"msg_sim.sort_values(ascending=False)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Matrix-Matrix Multiplication\n",
"\n",
"Once you have gotten the hang of dot products and matrix–vector products, then matrix–matrix multiplication should be straightforward.\n",
"\n",
"Say that we have two matrices $\\mathbf{A} \\in \\mathbb{R}^{n \\times k}$ and $\\mathbf{B} \\in \\mathbb{R}^{k \\times m}$:\n",
"\n",
"$$ \n",
"\\begin{split}\\mathbf{A}=\\begin{bmatrix}\n",
" a_{11} & a_{12} & \\cdots & a_{1k} \\\\\n",
" a_{21} & a_{22} & \\cdots & a_{2k} \\\\\n",
"\\vdots & \\vdots & \\ddots & \\vdots \\\\\n",
" a_{n1} & a_{n2} & \\cdots & a_{nk} \\\\\n",
"\\end{bmatrix},\\quad\n",
"\\mathbf{B}=\\begin{bmatrix}\n",
" b_{11} & b_{12} & \\cdots & b_{1m} \\\\\n",
" b_{21} & b_{22} & \\cdots & b_{2m} \\\\\n",
"\\vdots & \\vdots & \\ddots & \\vdots \\\\\n",
" b_{k1} & b_{k2} & \\cdots & b_{km} \\\\\n",
"\\end{bmatrix}.\\end{split}\n",
"$$\n",
"\n",
"Let $\\mathbf{a}^\\top_{i} \\in \\mathbb{R}^k$\n",
" denote the row vector representing the $i^\\textrm{th}$\n",
" row of the matrix $\\mathbf{A}$\n",
" and let $\\mathbf{b}_{j} \\in \\mathbb{R}^k$\n",
" denote the column vector from the $j^\\textrm{th}$\n",
" column of the matrix $\\mathbf{B}$\n",
":\n",
"\n",
"$$\n",
"\\begin{split}\\mathbf{A}=\n",
"\\begin{bmatrix}\n",
"\\mathbf{a}^\\top_{1} \\\\\n",
"\\mathbf{a}^\\top_{2} \\\\\n",
"\\vdots \\\\\n",
"\\mathbf{a}^\\top_n \\\\\n",
"\\end{bmatrix},\n",
"\\quad \\mathbf{B}=\\begin{bmatrix}\n",
" \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n",
"\\end{bmatrix}.\\end{split}\n",
"$$\n",
"\n",
"To form the matrix product $\\mathbf{C} \\in \\mathbb{R}^{n \\times m}$\n",
", we simply compute each element $c_{ij}$\n",
" as the dot product between the $i^{\\textrm{th}}$\n",
" row of $\\mathbf{A}$\n",
" and the $i^{\\textrm{th}}$\n",
" column of $\\mathbf{B}$\n",
", i.e., $\\mathbf{a}^\\top_i \\mathbf{b}_j$\n",
":\n",
"\n",
"$$\n",
"\\begin{split}\\mathbf{C} = \\mathbf{AB} = \\begin{bmatrix}\n",
"\\mathbf{a}^\\top_{1} \\\\\n",
"\\mathbf{a}^\\top_{2} \\\\\n",
"\\vdots \\\\\n",
"\\mathbf{a}^\\top_n \\\\\n",
"\\end{bmatrix}\n",
"\\begin{bmatrix}\n",
" \\mathbf{b}_{1} & \\mathbf{b}_{2} & \\cdots & \\mathbf{b}_{m} \\\\\n",
"\\end{bmatrix}\n",
"= \\begin{bmatrix}\n",
"\\mathbf{a}^\\top_{1} \\mathbf{b}_1 & \\mathbf{a}^\\top_{1}\\mathbf{b}_2& \\cdots & \\mathbf{a}^\\top_{1} \\mathbf{b}_m \\\\\n",
" \\mathbf{a}^\\top_{2}\\mathbf{b}_1 & \\mathbf{a}^\\top_{2} \\mathbf{b}_2 & \\cdots & \\mathbf{a}^\\top_{2} \\mathbf{b}_m \\\\\n",
" \\vdots & \\vdots & \\ddots &\\vdots\\\\\n",
"\\mathbf{a}^\\top_{n} \\mathbf{b}_1 & \\mathbf{a}^\\top_{n}\\mathbf{b}_2& \\cdots& \\mathbf{a}^\\top_{n} \\mathbf{b}_m\n",
"\\end{bmatrix}.\\end{split}\n",
"$$\n",
" \n",
" \n",
"We can think of the matrix–matrix multiplication $\\mathbf{AB}$ as performing $m$ matrix–vector products or $m \\times n$ dot products and stitching the results together to form an $m \\times n$ matrix. In the following snippet, we perform matrix multiplication on A and B. Here, A is a matrix with two rows and three columns, and B is a matrix with three rows and four columns. After multiplication, we obtain a matrix with two rows and four columns.\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Computing similarity / distance matrix \n",
"\n",
"Note that, given two matrices $\\mathbf{A}$ and $\\mathbf{B}$, matrix-matrix products can also be used to compute the similarity between each row $\\mathbf{a}^\\top_i$ of matrix $\\mathbf{A}$ and each row $\\mathbf{b}^\\top_j$ of matrix $\\mathbf{B}$. This is because the matrix-matrix product $\\mathbf{A}\\mathbf{B}$ will contain the dot products of each pair of rows in $\\mathbf{A}$ and $\\mathbf{B}$."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"similarity_matrix = bow_unit.dot(bow_unit.T)\n",
"\n",
"similarity_matrix.shape"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
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5 rows × 584 columns
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"\n",
"[5 rows x 584 columns]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"similarity_matrix.head()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"plt.imshow(similarity_matrix, cmap='Greens')\n",
"plt.colorbar();\n",
"plt.title(\"Similarity Matrix: Each cell contains cosine \\nsimilarity between two messages\");\n",
"plt.xlabel(\"Message Index\");\n",
"plt.ylabel(\"Message Index\");"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Note how 1. the similarity matrix is symmetric, i.e. $sim_{ij} = sim_{ji}$ and 2. the diagonal elements are all 1, i.e. $sim_{ii} = 1$."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"distance_matrix = 1 - bow_unit.dot(bow_unit.T)\n",
"\n",
"from matplotlib import pyplot as plt\n",
"plt.imshow(distance_matrix, cmap='Reds')\n",
"plt.colorbar();\n",
"plt.title(\"Distance Matrix: Each cell contains cosine \\ndistance between two messages\");\n",
"plt.xlabel(\"Message Index\");\n",
"plt.ylabel(\"Message Index\");"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
""
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},
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