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PCA Yields.ipynb
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/firmai/f465ed23e34157b281f83cba85e24497/pca-yields.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"id": "qRS7gQ6WvtnC" | |
}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib\n", | |
"import seaborn as sns\n", | |
"sns.set(style=\"ticks\", color_codes=True)\n", | |
"import matplotlib.cm as cm\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib as mpl\n", | |
"%matplotlib inline\n", | |
"\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"from datetime import datetime\n", | |
"from sklearn.preprocessing import scale\n", | |
"from sklearn.decomposition import PCA\n", | |
"\n", | |
"from IPython.core.display import HTML\n", | |
"HTML(\"<style>.container {width:98% !important; }</style>\")\n", | |
"plt.rcParams['axes.facecolor'] = 'white'\n", | |
"import seaborn as sns\n", | |
"plt.rcParams['axes.facecolor'] = 'white'\n", | |
"sns.set_palette(\"Set2\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "zzDUMrKDvtnE", | |
"outputId": "8bf0ad26-8ebf-432e-a6d8-e0b6ed19b746" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Collecting fredapi\n", | |
" Downloading fredapi-0.5.0-py3-none-any.whl (11 kB)\n", | |
"Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from fredapi) (1.3.5)\n", | |
"Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas->fredapi) (1.21.5)\n", | |
"Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->fredapi) (2018.9)\n", | |
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->fredapi) (2.8.2)\n", | |
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->fredapi) (1.15.0)\n", | |
"Installing collected packages: fredapi\n", | |
"Successfully installed fredapi-0.5.0\n" | |
] | |
} | |
], | |
"source": [ | |
"!pip install fredapi" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true, | |
"id": "AHUgEAGIvtnE" | |
}, | |
"outputs": [], | |
"source": [ | |
"from fredapi import Fred\n", | |
"fred = Fred(api_key='cd9a27c9afcd4ee82ec0be135fb8b223')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true, | |
"id": "8Qm-XQnMvtnF" | |
}, | |
"outputs": [], | |
"source": [ | |
"# get data\n", | |
"startDate = '2017-01-01'\n", | |
"endDate = '2018-12-31'\n", | |
"df = []\n", | |
"ids = ['DGS{}'.format(i) for i in [1,2,5,7,10,20,30]]\n", | |
"for s in ids:\n", | |
" df.append(fred.get_series(s, observation_start=startDate, observation_end=endDate)/100)\n", | |
" \n", | |
"df = pd.concat(df,axis=1)\n", | |
"df.columns = ids\n", | |
"df = df.dropna()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 729 | |
}, | |
"id": "GskHPX8zvtnF", | |
"outputId": "8e36a2b0-7bce-4be9-8066-1691e5064ee6" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 720x720 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
], | |
"source": [ | |
"# curve dynamic\n", | |
"fig,(ax,ax2)=plt.subplots(nrows=2,ncols=1,figsize=(10,5*2))\n", | |
"df.plot(grid=True,title='US Treasury Constant Maturity Rate',ax=ax)\n", | |
"x = df.loc[[datetime(2018,2,5),datetime(2018,5,17),datetime(2018,7,10),datetime(2018,12,10)],:]\n", | |
"x.index = [t.date() for t in x.index]\n", | |
"ax2.plot(x.T.index,x.T,marker='*')\n", | |
"ax2.legend(x.index)\n", | |
"ax2.grid(True)\n", | |
"ax2.set_title('Term structure on different dates')\n", | |
"fig.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"from datetime import datetime\n", | |
"from sklearn.preprocessing import scale\n", | |
"from sklearn.decomposition import PCA\n", | |
"\n", | |
"\n", | |
"class PCABase(object):\n", | |
" def __init__(self, X, adjust_sign=True):\n", | |
" self.X = X\n", | |
" self.n_features = X.shape[1]\n", | |
" self.dates = X.index\n", | |
" self.Xc = self.X - self.X.mean() # centered\n", | |
" self.pc_names = lambda n: ['PC' + str(i) for i in np.arange(1, n + 1)]\n", | |
" self.adjust_sign = adjust_sign\n", | |
"\n", | |
"\n", | |
" def pca(self, n_pc=None):\n", | |
" '''\n", | |
" fit pca model\n", | |
" n_pc: number of pcs to fit, take total feature numbers if not specified\n", | |
" '''\n", | |
" if n_pc:\n", | |
" model = PCA(n_components=n_pc).fit(self.Xc)\n", | |
" else:\n", | |
" model = PCA().fit(self.Xc)\n", | |
" return model\n", | |
"\n", | |
" def cps(self):\n", | |
" '''\n", | |
" loading matrix => principal axes in feature space\n", | |
" '''\n", | |
" cps = self.pca().components_.T\n", | |
" cps = self.to_df_pc(cps, is_loading=True)\n", | |
" if self.adjust_sign:\n", | |
" cps.loc[:, 'PC1'] = np.sign(cps.loc[:, 'PC1'].values[0]) * cps.loc[:, 'PC1']\n", | |
" cps.loc[:, 'PC2'] = -np.sign(cps.loc[:, 'PC2'].values[0]) * cps.loc[:, 'PC2']\n", | |
" return cps\n", | |
"\n", | |
" def cumsum_expvar_ratio(self):\n", | |
" var_exp = self.pca().explained_variance_ratio_\n", | |
" var_exp_cumsum = np.cumsum(var_exp)\n", | |
" return var_exp, var_exp_cumsum\n", | |
"\n", | |
" def scores(self):\n", | |
" '''\n", | |
" PC scores:\n", | |
" '''\n", | |
" scores = self.pca().transform(self.Xc)\n", | |
" scores = self.to_df_pc(scores)\n", | |
" if self.adjust_sign:\n", | |
" cps = self.cps()\n", | |
" scores.loc[:, 'PC1'] = np.sign(cps.loc[:, 'PC1'].values[0]) * scores.loc[:, 'PC1']\n", | |
" scores.loc[:, 'PC2'] = -np.sign(cps.loc[:, 'PC2'].values[0]) * scores.loc[:, 'PC2']\n", | |
" return scores\n", | |
"\n", | |
" def scores2(self):\n", | |
" '''\n", | |
" equivalent to the sklearn transform function\n", | |
" '''\n", | |
" scores = self.Xc.dot(self.cps())\n", | |
" scores = self.to_df_pc(scores)\n", | |
" if self.adjust_sign:\n", | |
" cps = self.cps()\n", | |
" scores.loc[:, 'PC1'] = np.sign(cps.loc[:, 'PC1'].values[0]) * scores.loc[:, 'PC1']\n", | |
" scores.loc[:, 'PC2'] = -np.sign(cps.loc[:, 'PC2'].values[0]) * scores.loc[:, 'PC2']\n", | |
" return scores\n", | |
"\n", | |
" def x_projected(self, p, centered=False):\n", | |
" xp = self.scores().iloc[:, 0:p].dot(self.cps().T.iloc[0:p, :])\n", | |
" if not centered:\n", | |
" xp = xp + self.X.mean()\n", | |
" return xp\n", | |
"\n", | |
" def residuals(self, p):\n", | |
" residuals = self.X - self.x_projected(p, centered=False)\n", | |
" return residuals\n", | |
"\n", | |
" def covX(self):\n", | |
" return self.X.cov()\n", | |
"\n", | |
" def eigenv(self):\n", | |
" eig_vals, eig_vecs = np.linalg.eig(self.covX())\n", | |
" return eig_vals, eig_vecs\n", | |
"\n", | |
" def to_df_pc(self, data, is_loading=False):\n", | |
" cols = self.pc_names(self.n_features)\n", | |
" idx = self.X.columns if is_loading else self.dates\n", | |
" return pd.DataFrame(data, columns=cols, index=idx)\n" | |
], | |
"metadata": { | |
"id": "lmpvTJGtwGc_" | |
}, | |
"execution_count": null, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true, | |
"id": "TbZS-wP_vtnG" | |
}, | |
"outputs": [], | |
"source": [ | |
"# contruct pca object\n", | |
"pcab = PCABase(df)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 602 | |
}, | |
"id": "tU0j5j0IvtnG", | |
"outputId": "1a149974-284f-47c8-a658-b23847d180e6" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
" PC1 PC2 PC3 PC4 PC5 PC6 PC7\n", | |
"DGS1 0.553153 -0.521945 0.406891 0.503280 -0.014236 0.049874 -0.007363\n", | |
"DGS2 0.548462 -0.229310 -0.058753 -0.784664 0.142051 -0.033247 0.078571\n", | |
"DGS5 0.401411 0.187341 -0.458251 0.105166 -0.664757 -0.058601 -0.370652\n", | |
"DGS7 0.330703 0.322376 -0.348364 0.263626 0.146838 0.041370 0.756690\n", | |
"DGS10 0.279229 0.373706 -0.101193 0.142498 0.626985 0.304434 -0.515790\n", | |
"DGS20 0.180465 0.429733 0.390784 0.010568 0.062438 -0.789335 -0.054686\n", | |
"DGS30 0.110360 0.460045 0.580245 -0.173307 -0.345178 0.524912 0.121570" | |
], | |
"text/html": [ | |
"\n", | |
" <div id=\"df-32d9534d-20b1-4e22-b73a-8711cadaf229\">\n", | |
" <div class=\"colab-df-container\">\n", | |
" <div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
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"</style>\n", | |
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" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>PC1</th>\n", | |
" <th>PC2</th>\n", | |
" <th>PC3</th>\n", | |
" <th>PC4</th>\n", | |
" <th>PC5</th>\n", | |
" <th>PC6</th>\n", | |
" <th>PC7</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>DGS1</th>\n", | |
" <td>0.553153</td>\n", | |
" <td>-0.521945</td>\n", | |
" <td>0.406891</td>\n", | |
" <td>0.503280</td>\n", | |
" <td>-0.014236</td>\n", | |
" <td>0.049874</td>\n", | |
" <td>-0.007363</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>DGS2</th>\n", | |
" <td>0.548462</td>\n", | |
" <td>-0.229310</td>\n", | |
" <td>-0.058753</td>\n", | |
" <td>-0.784664</td>\n", | |
" <td>0.142051</td>\n", | |
" <td>-0.033247</td>\n", | |
" <td>0.078571</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>DGS5</th>\n", | |
" <td>0.401411</td>\n", | |
" <td>0.187341</td>\n", | |
" <td>-0.458251</td>\n", | |
" <td>0.105166</td>\n", | |
" <td>-0.664757</td>\n", | |
" <td>-0.058601</td>\n", | |
" <td>-0.370652</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>DGS7</th>\n", | |
" <td>0.330703</td>\n", | |
" <td>0.322376</td>\n", | |
" <td>-0.348364</td>\n", | |
" <td>0.263626</td>\n", | |
" <td>0.146838</td>\n", | |
" <td>0.041370</td>\n", | |
" <td>0.756690</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>DGS10</th>\n", | |
" <td>0.279229</td>\n", | |
" <td>0.373706</td>\n", | |
" <td>-0.101193</td>\n", | |
" <td>0.142498</td>\n", | |
" <td>0.626985</td>\n", | |
" <td>0.304434</td>\n", | |
" <td>-0.515790</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>DGS20</th>\n", | |
" <td>0.180465</td>\n", | |
" <td>0.429733</td>\n", | |
" <td>0.390784</td>\n", | |
" <td>0.010568</td>\n", | |
" <td>0.062438</td>\n", | |
" <td>-0.789335</td>\n", | |
" <td>-0.054686</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>DGS30</th>\n", | |
" <td>0.110360</td>\n", | |
" <td>0.460045</td>\n", | |
" <td>0.580245</td>\n", | |
" <td>-0.173307</td>\n", | |
" <td>-0.345178</td>\n", | |
" <td>0.524912</td>\n", | |
" <td>0.121570</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>\n", | |
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"\n", | |
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" fill: #D2E3FC;\n", | |
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"\n", | |
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"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
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" " | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 12 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 720x360 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
], | |
"source": [ | |
"# loading matrix (direction may change but doesn't matter)\n", | |
"V = pd.DataFrame(pcab.pca().components_,index=pcab.pc_names(pcab.n_features),columns=pcab.X.columns)\n", | |
"V.T.iloc[:,0:3].plot(figsize=(10,5),kind='bar')\n", | |
"pcab.cps()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 585 | |
}, | |
"id": "V4Y96OjPvtnH", | |
"outputId": "f889f25b-8da2-4303-b501-49c4ce562c0c" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 576x576 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
], | |
"source": [ | |
"# resconstruction and residuals\n", | |
"r = 'DGS5'\n", | |
"fig,(ax,ax2)=plt.subplots(figsize=(8,4*2),ncols=1,nrows=2)\n", | |
"ax.plot(pcab.x_projected(1)[r])\n", | |
"ax.plot(pcab.x_projected(2)[r])\n", | |
"ax.plot(pcab.x_projected(3)[r])\n", | |
"ax.legend(['Reconstructed (PC1)','Reconstructed (PC1,PC2)','Reconstructed (PC1,PC2,PC3)'])\n", | |
"ax.set_title('{} reconstructed by PCs'.format(r))\n", | |
"\n", | |
"ax2.plot(pcab.residuals(1)[r])\n", | |
"ax2.plot(pcab.residuals(2)[r])\n", | |
"ax2.plot(pcab.residuals(3)[r])\n", | |
"ax2.legend(['Residual (PC1)','Residual (PC1,PC2)','Residual (PC1,PC2,PC3)'])\n", | |
"ax2.set_title('{} residuals from reconstructed by PCs'.format(r))\n", | |
"fig.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 657 | |
}, | |
"id": "vmvur1ITvtnH", | |
"outputId": "4a4784fd-cf5e-4a6e-d09b-08abc8b2ced4" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 576x648 with 6 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
], | |
"source": [ | |
"# PC Scores\n", | |
"fig,(ax1,ax2,ax3)=plt.subplots(nrows=3,ncols=1,figsize=(8,3*3))\n", | |
"l1=ax1.plot(pcab.scores()['PC1'])\n", | |
"ax12 = ax1.twinx()\n", | |
"l2=ax12.plot(pcab.X['DGS10'],color='orange')\n", | |
"ax1.tick_params('x',rotation=30)\n", | |
"ax1.legend(l1+l2,['PC1 score','DGS10'])\n", | |
"ax1.set_ylabel('score')\n", | |
"ax12.set_ylabel('DGS10')\n", | |
"# \n", | |
"l1=ax2.plot(pcab.scores()['PC2'])\n", | |
"ax22 = ax2.twinx()\n", | |
"l2=ax22.plot(pcab.X['DGS10']-pcab.X['DGS2'],color='orange')\n", | |
"ax2.tick_params('x',rotation=30)\n", | |
"ax2.legend(l1+l2,['PC2 score','DGS10-DGS2'],loc='best')\n", | |
"ax2.set_ylabel('score')\n", | |
"ax22.set_ylabel('DGS10-DGS2')\n", | |
"\n", | |
"# \n", | |
"l1=ax3.plot(pcab.scores()['PC3'])\n", | |
"ax32 = ax3.twinx()\n", | |
"l2=ax32.plot(pcab.X['DGS30']-2*pcab.X['DGS10']+pcab.X['DGS5'],color='orange')\n", | |
"ax3.tick_params('x',rotation=30)\n", | |
"ax3.legend(l1+l2,['PC3 score','DGS30-2DGS10+DGS5'],loc='best')\n", | |
"ax3.set_ylabel('score')\n", | |
"ax32.set_ylabel('DGS30-2DGS10+DGS5')\n", | |
"fig.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 350 | |
}, | |
"id": "MKuGeSeuvtnI", | |
"outputId": "6fe837df-13f9-4af0-ef86-c76df2769dee" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 1.0, 'Evolution of PCA Factors 1,2,3')" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 15 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 720x360 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
], | |
"source": [ | |
"# PC\n", | |
"fig,ax=plt.subplots(figsize=(10,5))\n", | |
"l1=pcab.scores().iloc[:,0:3].plot(ax=ax)\n", | |
"ax.grid(True)\n", | |
"ax.set_title('Evolution of PCA Factors 1,2,3')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 332 | |
}, | |
"id": "Y2ZZlKp1vtnI", | |
"outputId": "e1a01239-efe4-4596-83ba-c03ecf7b0798" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"No handles with labels found to put in legend.\n", | |
"No handles with labels found to put in legend.\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 864x288 with 2 Axes>" | |
], | |
"image/png": 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\n" 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}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
], | |
"source": [ | |
"# PCA-explained variance ratio\n", | |
"fig,(ax,ax2) = plt.subplots(figsize=(6*2, 4),ncols=2,nrows=1)\n", | |
"ax.bar(range(pcab.n_features), pcab.cumsum_expvar_ratio()[0], alpha=0.5, align='center')\n", | |
"ax2.bar(range(pcab.n_features), pcab.cumsum_expvar_ratio()[1], alpha=0.5, align='center')\n", | |
"ax.set_ylabel('Explained variance percentage')\n", | |
"ax.set_xlabel('Principal components')\n", | |
"ax.set_title('Individual PC explained variance percentage')\n", | |
"ax.legend(loc='best')\n", | |
"ax2.set_ylabel('Explained variance percentage')\n", | |
"ax2.set_xlabel('Principal components')\n", | |
"ax2.set_title('Cumulative PC explained variance percentage')\n", | |
"ax2.legend(loc='best')\n", | |
"fig.tight_layout()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "fYwSy-2NvtnJ" | |
}, | |
"source": [ | |
"## PCA and Clustering" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 404 | |
}, | |
"id": "gZStMQ0DvtnJ", | |
"outputId": "9390869f-72dd-4ef1-d98b-930c06a51098" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"No handles with labels found to put in legend.\n", | |
"No handles with labels found to put in legend.\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
], | |
"application/javascript": [ | |
"\n", | |
" async function download(id, filename, size) {\n", | |
" if (!google.colab.kernel.accessAllowed) {\n", | |
" return;\n", | |
" }\n", | |
" const div = document.createElement('div');\n", | |
" const label = document.createElement('label');\n", | |
" label.textContent = `Downloading \"${filename}\": `;\n", | |
" div.appendChild(label);\n", | |
" const progress = document.createElement('progress');\n", | |
" progress.max = size;\n", | |
" div.appendChild(progress);\n", | |
" document.body.appendChild(div);\n", | |
"\n", | |
" const buffers = [];\n", | |
" let downloaded = 0;\n", | |
"\n", | |
" const channel = await google.colab.kernel.comms.open(id);\n", | |
" // Send a message to notify the kernel that we're ready.\n", | |
" channel.send({})\n", | |
"\n", | |
" for await (const message of channel.messages) {\n", | |
" // Send a message to notify the kernel that we're ready.\n", | |
" channel.send({})\n", | |
" if (message.buffers) {\n", | |
" for (const buffer of message.buffers) {\n", | |
" buffers.push(buffer);\n", | |
" downloaded += buffer.byteLength;\n", | |
" progress.value = downloaded;\n", | |
" }\n", | |
" }\n", | |
" }\n", | |
" const blob = new Blob(buffers, {type: 'application/binary'});\n", | |
" const a = document.createElement('a');\n", | |
" a.href = window.URL.createObjectURL(blob);\n", | |
" a.download = filename;\n", | |
" div.appendChild(a);\n", | |
" a.click();\n", | |
" div.remove();\n", | |
" }\n", | |
" " | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.core.display.Javascript object>" | |
], | |
"application/javascript": [ | |
"download(\"download_31df66d1-343c-478d-894b-94472f6b3925\", \"fig7.8.tiff\", 24500206)" | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 720x360 with 2 Axes>" | |
], | |
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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
], | |
"source": [ | |
"from sklearn.cluster import KMeans\n", | |
"def model_kmeans(data,n_clusters=3,init_method = 'k-means++',n_init=10):\n", | |
" model = KMeans(n_clusters=n_clusters,\n", | |
" init=init_method,\n", | |
" n_init=n_init)\n", | |
" model.fit(data)\n", | |
" cluster_labels = model.predict(data)\n", | |
" cluster_centers = model.cluster_centers_\n", | |
" fit_res = {'cluster_method':'kmeans',\n", | |
" 'model':model,\n", | |
" 'cluster_labels':cluster_labels,\n", | |
" 'cluster_centers':cluster_centers,\n", | |
" 'data':data}\n", | |
" return fit_res\n", | |
"\n", | |
"s2 = pcab.scores()[['PC1','PC2']]\n", | |
"kmeans = model_kmeans(s2,n_clusters=2) \n", | |
"X = s2.reset_index()\n", | |
"X = X.rename(columns={'index':'date'})\n", | |
"\n", | |
"feature_pair = ['PC1','PC2']\n", | |
"fig,(ax,ax2)=plt.subplots(ncols=2,nrows=1,figsize=(10,5))\n", | |
"cluster_labels = kmeans['cluster_labels']\n", | |
"X['cluster_label'] = cluster_labels\n", | |
"cluster_centers = kmeans['cluster_centers']\n", | |
"mode_fitted = kmeans['model']\n", | |
"label_order = sorted(list(set(cluster_labels)))\n", | |
"colors = ['lightgreen','grey','lightblue','yellow']\n", | |
"# colors = [plt.cm.Spectral(each) for each in np.linspace(0, 1, [1,2,5,10])]\n", | |
"color_map_clusters = dict(zip(label_order, colors))\n", | |
"for (c_label,color) in color_map_clusters.items():\n", | |
" x = X[X['cluster_label']==c_label][feature_pair[0]]\n", | |
" y = X[X['cluster_label']==c_label][feature_pair[1]]\n", | |
" ax.scatter(x,y,c=color,alpha=0.8)\n", | |
"ax.legend()\n", | |
"ax.scatter(cluster_centers[:,0],cluster_centers[:,1],c='red',marker='*')\n", | |
"# add cluster center annotion\n", | |
"for xy in tuple(np.round(cluster_centers,2)):\n", | |
" ax.annotate(\"({},{})\".format(xy[0],xy[1]),xy=(xy[0],xy[1]))\n", | |
"ax.set_xlabel(feature_pair[0])\n", | |
"ax.set_ylabel(feature_pair[1])\n", | |
"ax.legend(['cluster_{}'.format(c) for c in set(cluster_labels)]+['cluster_center'])\n", | |
"ax.set_title('PC1, PC2 scores in clusters')\n", | |
"ax.axhline(y=0,ls='--',color='grey',linewidth=0.6)\n", | |
"ax.axvline(x=0,ls='--',color='grey',linewidth=0.6)\n", | |
"# \n", | |
"X['date'] = pd.to_datetime(X['date'])\n", | |
"periods = pd.date_range(X['date'].iloc[0]-pd.Timedelta(days=3),X['date'].iloc[-1],freq='6M')\n", | |
"X['date_bucket'] = pd.cut(X['date'],bins=periods)\n", | |
"color_map_periods = dict(zip(X['date_bucket'].unique(), colors))\n", | |
"for (p_label,color) in color_map_periods.items():\n", | |
" x = X[X['date_bucket']==p_label][feature_pair[0]]\n", | |
" y = X[X['date_bucket']==p_label][feature_pair[1]]\n", | |
" ax2.scatter(x,y,c=color,alpha=0.8)\n", | |
"ax2.legend()\n", | |
"\n", | |
"ax2.set_xlabel(feature_pair[0])\n", | |
"ax2.set_ylabel(feature_pair[1])\n", | |
"ax2.set_title('PC1, PC2 scores by period')\n", | |
"ax2.legend(['period:{}'.format(c) for c in X['date_bucket'].unique()])\n", | |
"ax2.axhline(y=0,ls='--',color='grey',linewidth=0.6)\n", | |
"ax2.axvline(x=0,ls='--',color='grey',linewidth=0.6)\n", | |
"fig.tight_layout()\n", | |
"\n", | |
"from google.colab import files\n", | |
"plt.savefig('fig7.8.tiff',dpi=350)\n", | |
"files.download('fig7.8.tiff')\n" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.5.2" | |
}, | |
"colab": { | |
"name": "PCA Yields.ipynb", | |
"provenance": [], | |
"include_colab_link": true | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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