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{
"cells": [
{
"cell_type": "markdown",
"id": "d7251293-fc5e-4b41-8d0b-1b50f1df0e40",
"metadata": {},
"source": [
"# Introduction\n",
"\n",
"## The task at hand is to use stylometry methods to analyze the 8 chapters of Caesar's _Commentaries on the Gallic War_. We know the 8th chapter--traditionally included in the book--was not written by Caesar himself. We'll try to show quantitatively that the 8th chapter is by a different author."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "2b2f0cd7-2adc-451d-91c8-afa496cacb3f",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# requires Python 3.7, 3.8, 3.9 or 3.10\n",
"\n",
"# install the Classical Language Toolkit\n",
"# !pip install cltk"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d3b6884a-0ef5-430a-b872-81fa97b98c56",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/tim/predictive_analytics/DATA301_final_project/envs/lib/python3.9/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
}
],
"source": [
"import pandas as pd\n",
"pd.set_option(\"display.max_columns\", None)\n",
"import matplotlib.pyplot as plt\n",
"from cltk import NLP\n",
"from cltk.data.fetch import FetchCorpus\n",
"from sklearn.feature_extraction.text import TfidfVectorizer, TfidfTransformer;\n",
"from sklearn.decomposition import PCA\n",
"from scipy.cluster.hierarchy import dendrogram, linkage"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f64d21f4-b285-4ba2-9b3f-8c8a7f29b45c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['lat_text_perseus',\n",
" 'lat_treebank_perseus',\n",
" 'lat_text_latin_library',\n",
" 'phi5',\n",
" 'phi7',\n",
" 'latin_proper_names_cltk',\n",
" 'lat_models_cltk',\n",
" 'latin_pos_lemmata_cltk',\n",
" 'latin_treebank_index_thomisticus',\n",
" 'latin_lexica_perseus',\n",
" 'latin_training_set_sentence_cltk',\n",
" 'latin_word2vec_cltk',\n",
" 'latin_text_antique_digiliblt',\n",
" 'latin_text_corpus_grammaticorum_latinorum',\n",
" 'latin_text_poeti_ditalia',\n",
" 'lat_text_tesserae',\n",
" 'cltk_lat_lewis_elementary_lexicon']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get texts\n",
"\n",
"corpus_downloader = FetchCorpus(language=\"lat\")\n",
"corpus_downloader.list_corpora"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9bcb9cbb-ca49-4a21-93db-d14c96b33c1d",
"metadata": {},
"outputs": [],
"source": [
"# download plain text files of Caesar's Commentaries on the Gallic Wars\n",
"# the files download to ~/cltk_data/\n",
"\n",
"corpus_downloader.import_corpus(\"lat_text_tesserae\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "cab0d102-f606-46c0-81c4-ec942c989430",
"metadata": {},
"outputs": [],
"source": [
"# read in the files and assign variables\n",
"\n",
"with open(\"/home/tim/cltk_data/lat/text/lat_text_tesserae/texts/caesar.de_bello_gallico.part.1.tess\") as fo:\n",
" ch1 = fo.read()\n",
"with open(\"/home/tim/cltk_data/lat/text/lat_text_tesserae/texts/caesar.de_bello_gallico.part.2.tess\") as fo:\n",
" ch2 = fo.read()\n",
"with open(\"/home/tim/cltk_data/lat/text/lat_text_tesserae/texts/caesar.de_bello_gallico.part.3.tess\") as fo:\n",
" ch3 = fo.read()\n",
"with open(\"/home/tim/cltk_data/lat/text/lat_text_tesserae/texts/caesar.de_bello_gallico.part.4.tess\") as fo:\n",
" ch4 = fo.read()\n",
"with open(\"/home/tim/cltk_data/lat/text/lat_text_tesserae/texts/caesar.de_bello_gallico.part.5.tess\") as fo:\n",
" ch5 = fo.read()\n",
"with open(\"/home/tim/cltk_data/lat/text/lat_text_tesserae/texts/caesar.de_bello_gallico.part.6.tess\") as fo:\n",
" ch6 = fo.read()\n",
"with open(\"/home/tim/cltk_data/lat/text/lat_text_tesserae/texts/caesar.de_bello_gallico.part.7.tess\") as fo:\n",
" ch7 = fo.read()\n",
"with open(\"/home/tim/cltk_data/lat/text/lat_text_tesserae/texts/caesar.de_bello_gallico.part.8.tess\") as fo:\n",
" ch8 = fo.read()"
]
},
{
"cell_type": "markdown",
"id": "6b25451d-3270-4f7c-a367-cfd4d720977a",
"metadata": {},
"source": [
"# EDA"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "46cc146d-77ae-4242-869c-45910279a544",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"‎𐤀 CLTK version '1.1.6'.\n",
"Pipeline for language 'Latin' (ISO: 'lat'): `LatinNormalizeProcess`, `LatinStanzaProcess`, `LatinEmbeddingsProcess`, `StopsProcess`, `LatinLexiconProcess`.\n"
]
}
],
"source": [
"# instantiate the pipeline\n",
"\n",
"cltk_nlp = NLP(language=\"lat\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "576affdd-cad6-485d-b0df-b97bd3b7611c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[<class 'cltk.alphabet.processes.LatinNormalizeProcess'>, <class 'cltk.dependency.processes.LatinStanzaProcess'>, <class 'cltk.embeddings.processes.LatinEmbeddingsProcess'>, <class 'cltk.stops.processes.StopsProcess'>]\n"
]
}
],
"source": [
"# pre-processing\n",
"# remove ``LatinLexiconProcess`` because it is slow (adds ~9 mins total)\n",
"\n",
"cltk_nlp.pipeline.processes.pop(-1)\n",
"print(cltk_nlp.pipeline.processes)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "3e94698d-be62-4086-92d4-0b150a94fe72",
"metadata": {},
"outputs": [],
"source": [
"# process each text\n",
"\n",
"text1 = cltk_nlp.analyze(text = ch1)\n",
"text2 = cltk_nlp.analyze(text = ch2)\n",
"text3 = cltk_nlp.analyze(text = ch3)\n",
"text4 = cltk_nlp.analyze(text = ch4)\n",
"text5 = cltk_nlp.analyze(text = ch5)\n",
"text6 = cltk_nlp.analyze(text = ch6)\n",
"text7 = cltk_nlp.analyze(text = ch7)\n",
"text8 = cltk_nlp.analyze(text = ch8)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d59ff7c5-bbf3-463c-8886-fb3144bb61a1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"cltk.core.data_types.Doc"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# what's inside?\n",
"\n",
"type(text1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "27b3a9eb-b760-41f8-8f9f-be6756fa6fd5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Gallia', 'est', 'omnis', 'divisa', 'in', 'partes', 'tres']"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the object contains the output of many useful processes\n",
"\n",
"# see https://docs.cltk.org/en/latest/quickstart.html\n",
"\n",
"# here are a few examples\n",
"\n",
"text1.tokens[5:12]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "de02b927-3461-43ca-9e71-9afe4459f22c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Gallia', 'sum', 'omnis', 'divisa', 'in', 'pars', 'tres']"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"text1.lemmata[5:12] # root words"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "b928c3d4-8e21-4adf-b473-b43892145084",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['NOUN', 'AUX', 'DET', 'ADJ', 'ADP', 'NOUN', 'NUM']"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"text1.pos[5:12] # parts of speech"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "03523fbd-d62b-4a0d-88e7-ef82e21a39fb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'<caes. gal. 1.1.1> Gallia est omnis divisa in partes tres, quarum unam incolunt Belgae, aliam Aquita'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"text1.raw[:100] # the raw text"
]
},
{
"cell_type": "markdown",
"id": "4bdf993c-cff5-45b1-8475-1fe9377be233",
"metadata": {},
"source": [
"# Stylometry"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "de2c0268-972c-454d-ae80-915bc11279f0",
"metadata": {},
"outputs": [],
"source": [
"# make a list of texts\n",
"\n",
"corpus = [text1.tokens, text2.tokens, text3.tokens, text4.tokens,\n",
" text5.tokens, text6.tokens, text7.tokens, text8.tokens]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "a7ad5f3d-d6f2-4864-a864-bc424351a40d",
"metadata": {},
"outputs": [],
"source": [
"# instantiate the vectorizer\n",
"\n",
"# text is already tokenized\n",
"# pass a dummy function so the vectorizer doesn't use\n",
"# its built in tokenizer\n",
"\n",
"def dummy_fun(doc):\n",
" return(doc)\n",
"\n",
"vectorizer = TfidfVectorizer(min_df = 1.0, max_features = 300,\n",
" tokenizer = dummy_fun,\n",
" preprocessor = dummy_fun,\n",
" token_pattern = None)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "e2af9d0e-6b18-43c2-8875-5a8f79f2d4df",
"metadata": {},
"outputs": [],
"source": [
"text_frequencies = vectorizer.fit_transform(corpus).todense()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "5b060eb1-b3dd-40a4-8d29-16a2f929e20e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"matrix([[3.84759305e-03, 3.84759305e-03, 6.95452444e-01, ...,\n",
" 9.61898262e-04, 2.88569479e-03, 1.92379652e-03],\n",
" [9.42567775e-03, 9.42567775e-03, 6.67337985e-01, ...,\n",
" 1.88513555e-03, 5.65540665e-03, 3.77027110e-03],\n",
" [4.21829232e-03, 4.21829232e-03, 7.06563963e-01, ...,\n",
" 2.10914616e-03, 6.32743848e-03, 4.21829232e-03],\n",
" ...,\n",
" [2.70298901e-03, 2.70298901e-03, 6.54123340e-01, ...,\n",
" 1.35149450e-03, 4.05448351e-03, 1.35149450e-03],\n",
" [1.27072753e-03, 1.27072753e-03, 6.77933140e-01, ...,\n",
" 6.35363767e-04, 3.17681884e-03, 1.27072753e-03],\n",
" [1.07680311e-02, 1.07680311e-02, 7.28636770e-01, ...,\n",
" 1.19644790e-03, 2.39289580e-03, 1.19644790e-03]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"text_frequencies"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "7f1e86e8-f5a3-4d19-836e-affcd622004e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(8, 277)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"text_frequencies.shape"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "160b9960-a03f-4240-a20b-5a61550b6c40",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.matrix"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(text_frequencies)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "def520f2-7563-418d-8c99-05558f08a25c",
"metadata": {},
"outputs": [],
"source": [
"# make the matrix a dataframe\n",
"\n",
"df = pd.DataFrame(text_frequencies)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "55b04e53-8374-4e86-b761-f5ae06df3341",
"metadata": {},
"outputs": [
{
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" <th>218</th>\n",
" <th>219</th>\n",
" <th>220</th>\n",
" <th>221</th>\n",
" <th>222</th>\n",
" <th>223</th>\n",
" <th>224</th>\n",
" <th>225</th>\n",
" <th>226</th>\n",
" <th>227</th>\n",
" <th>228</th>\n",
" <th>229</th>\n",
" <th>230</th>\n",
" <th>231</th>\n",
" <th>232</th>\n",
" <th>233</th>\n",
" <th>234</th>\n",
" <th>235</th>\n",
" <th>236</th>\n",
" <th>237</th>\n",
" <th>238</th>\n",
" <th>239</th>\n",
" <th>240</th>\n",
" <th>241</th>\n",
" <th>242</th>\n",
" <th>243</th>\n",
" <th>244</th>\n",
" <th>245</th>\n",
" <th>246</th>\n",
" <th>247</th>\n",
" <th>248</th>\n",
" <th>249</th>\n",
" <th>250</th>\n",
" <th>251</th>\n",
" <th>252</th>\n",
" <th>253</th>\n",
" <th>254</th>\n",
" <th>255</th>\n",
" <th>256</th>\n",
" <th>257</th>\n",
" <th>258</th>\n",
" <th>259</th>\n",
" <th>260</th>\n",
" <th>261</th>\n",
" <th>262</th>\n",
" <th>263</th>\n",
" <th>264</th>\n",
" <th>265</th>\n",
" <th>266</th>\n",
" <th>267</th>\n",
" <th>268</th>\n",
" <th>269</th>\n",
" <th>270</th>\n",
" <th>271</th>\n",
" <th>272</th>\n",
" <th>273</th>\n",
" <th>274</th>\n",
" <th>275</th>\n",
" <th>276</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.003848</td>\n",
" <td>0.003848</td>\n",
" <td>0.695452</td>\n",
" <td>0.307807</td>\n",
" <td>0.015390</td>\n",
" <td>0.002886</td>\n",
" <td>0.026933</td>\n",
" <td>0.015390</td>\n",
" <td>0.000962</td>\n",
" <td>0.090418</td>\n",
" <td>0.014428</td>\n",
" <td>0.276065</td>\n",
" <td>0.290493</td>\n",
" <td>0.041362</td>\n",
" <td>0.007695</td>\n",
" <td>0.016352</td>\n",
" <td>0.006733</td>\n",
" <td>0.007695</td>\n",
" <td>0.002886</td>\n",
" <td>0.000962</td>\n",
" <td>0.014428</td>\n",
" <td>0.021162</td>\n",
" <td>0.012505</td>\n",
" <td>0.006733</td>\n",
" <td>0.007695</td>\n",
" <td>0.004809</td>\n",
" <td>0.003848</td>\n",
" <td>0.008657</td>\n",
" <td>0.002886</td>\n",
" <td>0.002886</td>\n",
" <td>0.003848</td>\n",
" <td>0.003848</td>\n",
" <td>0.002886</td>\n",
" <td>0.002886</td>\n",
" <td>0.000962</td>\n",
" <td>0.003848</td>\n",
" <td>0.014428</td>\n",
" <td>0.028857</td>\n",
" <td>0.003848</td>\n",
" <td>0.000962</td>\n",
" <td>0.001924</td>\n",
" <td>0.002886</td>\n",
" <td>0.055790</td>\n",
" <td>0.042324</td>\n",
" <td>0.026933</td>\n",
" <td>0.102923</td>\n",
" <td>0.003848</td>\n",
" <td>0.005771</td>\n",
" <td>0.010581</td>\n",
" <td>0.011543</td>\n",
" <td>0.002886</td>\n",
" <td>0.008657</td>\n",
" <td>0.045209</td>\n",
" <td>0.033666</td>\n",
" <td>0.007695</td>\n",
" <td>0.006733</td>\n",
" <td>0.006733</td>\n",
" <td>0.006733</td>\n",
" <td>0.013467</td>\n",
" <td>0.015390</td>\n",
" <td>0.023086</td>\n",
" <td>0.015390</td>\n",
" <td>0.001924</td>\n",
" <td>0.002886</td>\n",
" <td>0.010581</td>\n",
" <td>0.005771</td>\n",
" <td>0.000962</td>\n",
" <td>0.004809</td>\n",
" <td>0.002886</td>\n",
" <td>0.008657</td>\n",
" <td>0.000962</td>\n",
" <td>0.001924</td>\n",
" <td>0.001924</td>\n",
" <td>0.007695</td>\n",
" <td>0.002886</td>\n",
" <td>0.012505</td>\n",
" <td>0.004809</td>\n",
" <td>0.076952</td>\n",
" <td>0.034628</td>\n",
" <td>0.014428</td>\n",
" <td>0.003848</td>\n",
" <td>0.022124</td>\n",
" <td>0.001924</td>\n",
" <td>0.014428</td>\n",
" <td>0.007695</td>\n",
" <td>0.031743</td>\n",
" <td>0.002886</td>\n",
" <td>0.038476</td>\n",
" <td>0.019238</td>\n",
" <td>0.024047</td>\n",
" <td>0.005771</td>\n",
" <td>0.004809</td>\n",
" <td>0.002886</td>\n",
" <td>0.008657</td>\n",
" <td>0.021162</td>\n",
" <td>0.069257</td>\n",
" <td>0.011543</td>\n",
" <td>0.020200</td>\n",
" <td>0.042324</td>\n",
" <td>0.185646</td>\n",
" <td>0.016352</td>\n",
" <td>0.027895</td>\n",
" <td>0.051943</td>\n",
" <td>0.003848</td>\n",
" <td>0.012505</td>\n",
" <td>0.005771</td>\n",
" <td>0.012505</td>\n",
" <td>0.001924</td>\n",
" <td>0.001924</td>\n",
" <td>0.002886</td>\n",
" <td>0.018276</td>\n",
" <td>0.014428</td>\n",
" <td>0.011543</td>\n",
" <td>0.005771</td>\n",
" <td>0.001924</td>\n",
" <td>0.002886</td>\n",
" <td>0.290493</td>\n",
" <td>0.006733</td>\n",
" <td>0.009619</td>\n",
" <td>0.000962</td>\n",
" <td>0.020200</td>\n",
" <td>0.005771</td>\n",
" <td>0.006733</td>\n",
" <td>0.009619</td>\n",
" <td>0.010581</td>\n",
" <td>0.004809</td>\n",
" <td>0.013467</td>\n",
" <td>0.005771</td>\n",
" <td>0.003848</td>\n",
" <td>0.019238</td>\n",
" <td>0.003848</td>\n",
" <td>0.002886</td>\n",
" <td>0.170256</td>\n",
" <td>0.001924</td>\n",
" <td>0.016352</td>\n",
" <td>0.013467</td>\n",
" <td>0.006733</td>\n",
" <td>0.011543</td>\n",
" <td>0.010581</td>\n",
" <td>0.002886</td>\n",
" <td>0.009619</td>\n",
" <td>0.001924</td>\n",
" <td>0.003848</td>\n",
" <td>0.002886</td>\n",
" <td>0.001924</td>\n",
" <td>0.004809</td>\n",
" <td>0.008657</td>\n",
" <td>0.010581</td>\n",
" <td>0.003848</td>\n",
" <td>0.001924</td>\n",
" <td>0.003848</td>\n",
" <td>0.006733</td>\n",
" <td>0.005771</td>\n",
" <td>0.006733</td>\n",
" <td>0.003848</td>\n",
" <td>0.004809</td>\n",
" <td>0.004809</td>\n",
" <td>0.001924</td>\n",
" <td>0.007695</td>\n",
" <td>0.013467</td>\n",
" <td>0.002886</td>\n",
" <td>0.003848</td>\n",
" <td>0.003848</td>\n",
" <td>0.004809</td>\n",
" <td>0.000962</td>\n",
" <td>0.002886</td>\n",
" <td>0.029819</td>\n",
" <td>0.048095</td>\n",
" <td>0.004809</td>\n",
" <td>0.003848</td>\n",
" <td>0.002886</td>\n",
" <td>0.000962</td>\n",
" <td>0.084647</td>\n",
" <td>0.005771</td>\n",
" <td>0.003848</td>\n",
" <td>0.011543</td>\n",
" <td>0.006733</td>\n",
" <td>0.006733</td>\n",
" <td>0.012505</td>\n",
" <td>0.014428</td>\n",
" <td>0.007695</td>\n",
" <td>0.006733</td>\n",
" <td>0.012505</td>\n",
" <td>0.001924</td>\n",
" <td>0.010581</td>\n",
" <td>0.001924</td>\n",
" <td>0.005771</td>\n",
" <td>0.013467</td>\n",
" <td>0.003848</td>\n",
" <td>0.003848</td>\n",
" <td>0.000962</td>\n",
" <td>0.000962</td>\n",
" <td>0.031743</td>\n",
" <td>0.006733</td>\n",
" <td>0.003848</td>\n",
" <td>0.000962</td>\n",
" <td>0.024047</td>\n",
" <td>0.014428</td>\n",
" <td>0.011543</td>\n",
" <td>0.012505</td>\n",
" <td>0.000962</td>\n",
" <td>0.002886</td>\n",
" <td>0.001924</td>\n",
" <td>0.002886</td>\n",
" <td>0.001924</td>\n",
" <td>0.002886</td>\n",
" <td>0.000962</td>\n",
" <td>0.005771</td>\n",
" <td>0.000962</td>\n",
" <td>0.003848</td>\n",
" <td>0.013467</td>\n",
" <td>0.003848</td>\n",
" <td>0.014428</td>\n",
" <td>0.012505</td>\n",
" <td>0.011543</td>\n",
" <td>0.026933</td>\n",
" <td>0.048095</td>\n",
" <td>0.000962</td>\n",
" <td>0.007695</td>\n",
" <td>0.007695</td>\n",
" <td>0.061561</td>\n",
" <td>0.008657</td>\n",
" <td>0.013467</td>\n",
" <td>0.007695</td>\n",
" <td>0.005771</td>\n",
" <td>0.016352</td>\n",
" <td>0.095228</td>\n",
" <td>0.000962</td>\n",
" <td>0.006733</td>\n",
" <td>0.011543</td>\n",
" <td>0.011543</td>\n",
" <td>0.013467</td>\n",
" <td>0.008657</td>\n",
" <td>0.000962</td>\n",
" <td>0.001924</td>\n",
" <td>0.000962</td>\n",
" <td>0.002886</td>\n",
" <td>0.014428</td>\n",
" <td>0.007695</td>\n",
" <td>0.012505</td>\n",
" <td>0.000962</td>\n",
" <td>0.086571</td>\n",
" <td>0.004809</td>\n",
" <td>0.018276</td>\n",
" <td>0.003848</td>\n",
" <td>0.041362</td>\n",
" <td>0.036552</td>\n",
" <td>0.000962</td>\n",
" <td>0.011543</td>\n",
" <td>0.006733</td>\n",
" <td>0.000962</td>\n",
" <td>0.015390</td>\n",
" <td>0.009619</td>\n",
" <td>0.001924</td>\n",
" <td>0.023086</td>\n",
" <td>0.004809</td>\n",
" <td>0.009619</td>\n",
" <td>0.010581</td>\n",
" <td>0.002886</td>\n",
" <td>0.001924</td>\n",
" <td>0.000962</td>\n",
" <td>0.007695</td>\n",
" <td>0.002886</td>\n",
" <td>0.007695</td>\n",
" <td>0.005771</td>\n",
" <td>0.008657</td>\n",
" <td>0.001924</td>\n",
" <td>0.003848</td>\n",
" <td>0.008657</td>\n",
" <td>0.002886</td>\n",
" <td>0.005771</td>\n",
" <td>0.001924</td>\n",
" <td>0.070219</td>\n",
" <td>0.024047</td>\n",
" <td>0.000962</td>\n",
" <td>0.002886</td>\n",
" <td>0.001924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.009426</td>\n",
" <td>0.009426</td>\n",
" <td>0.667338</td>\n",
" <td>0.286541</td>\n",
" <td>0.022622</td>\n",
" <td>0.001885</td>\n",
" <td>0.030162</td>\n",
" <td>0.018851</td>\n",
" <td>0.003770</td>\n",
" <td>0.094257</td>\n",
" <td>0.022622</td>\n",
" <td>0.290311</td>\n",
" <td>0.312933</td>\n",
" <td>0.047128</td>\n",
" <td>0.001885</td>\n",
" <td>0.015081</td>\n",
" <td>0.005655</td>\n",
" <td>0.013196</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.015081</td>\n",
" <td>0.005655</td>\n",
" <td>0.001885</td>\n",
" <td>0.007541</td>\n",
" <td>0.001885</td>\n",
" <td>0.001885</td>\n",
" <td>0.007541</td>\n",
" <td>0.018851</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.005655</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.005655</td>\n",
" <td>0.009426</td>\n",
" <td>0.001885</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.033932</td>\n",
" <td>0.084831</td>\n",
" <td>0.041473</td>\n",
" <td>0.135730</td>\n",
" <td>0.007541</td>\n",
" <td>0.005655</td>\n",
" <td>0.011311</td>\n",
" <td>0.005655</td>\n",
" <td>0.003770</td>\n",
" <td>0.016966</td>\n",
" <td>0.062209</td>\n",
" <td>0.009426</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.007541</td>\n",
" <td>0.001885</td>\n",
" <td>0.011311</td>\n",
" <td>0.030162</td>\n",
" <td>0.030162</td>\n",
" <td>0.016966</td>\n",
" <td>0.001885</td>\n",
" <td>0.005655</td>\n",
" <td>0.011311</td>\n",
" <td>0.007541</td>\n",
" <td>0.001885</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.005655</td>\n",
" <td>0.003770</td>\n",
" <td>0.009426</td>\n",
" <td>0.007541</td>\n",
" <td>0.015081</td>\n",
" <td>0.096142</td>\n",
" <td>0.024507</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.011311</td>\n",
" <td>0.001885</td>\n",
" <td>0.022622</td>\n",
" <td>0.037703</td>\n",
" <td>0.028277</td>\n",
" <td>0.007541</td>\n",
" <td>0.009426</td>\n",
" <td>0.005655</td>\n",
" <td>0.026392</td>\n",
" <td>0.018851</td>\n",
" <td>0.052784</td>\n",
" <td>0.001885</td>\n",
" <td>0.009426</td>\n",
" <td>0.037703</td>\n",
" <td>0.162122</td>\n",
" <td>0.020736</td>\n",
" <td>0.018851</td>\n",
" <td>0.081061</td>\n",
" <td>0.003770</td>\n",
" <td>0.015081</td>\n",
" <td>0.009426</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.005655</td>\n",
" <td>0.005655</td>\n",
" <td>0.016966</td>\n",
" <td>0.007541</td>\n",
" <td>0.024507</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.312933</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.026392</td>\n",
" <td>0.001885</td>\n",
" <td>0.007541</td>\n",
" <td>0.011311</td>\n",
" <td>0.024507</td>\n",
" <td>0.013196</td>\n",
" <td>0.018851</td>\n",
" <td>0.009426</td>\n",
" <td>0.007541</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.005655</td>\n",
" <td>0.214905</td>\n",
" <td>0.001885</td>\n",
" <td>0.020736</td>\n",
" <td>0.001885</td>\n",
" <td>0.005655</td>\n",
" <td>0.005655</td>\n",
" <td>0.009426</td>\n",
" <td>0.001885</td>\n",
" <td>0.013196</td>\n",
" <td>0.001885</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.005655</td>\n",
" <td>0.003770</td>\n",
" <td>0.022622</td>\n",
" <td>0.026392</td>\n",
" <td>0.001885</td>\n",
" <td>0.005655</td>\n",
" <td>0.003770</td>\n",
" <td>0.005655</td>\n",
" <td>0.007541</td>\n",
" <td>0.009426</td>\n",
" <td>0.001885</td>\n",
" <td>0.009426</td>\n",
" <td>0.013196</td>\n",
" <td>0.007541</td>\n",
" <td>0.005655</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.013196</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.009426</td>\n",
" <td>0.018851</td>\n",
" <td>0.041473</td>\n",
" <td>0.011311</td>\n",
" <td>0.005655</td>\n",
" <td>0.005655</td>\n",
" <td>0.001885</td>\n",
" <td>0.054669</td>\n",
" <td>0.026392</td>\n",
" <td>0.003770</td>\n",
" <td>0.015081</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.007541</td>\n",
" <td>0.024507</td>\n",
" <td>0.007541</td>\n",
" <td>0.016966</td>\n",
" <td>0.024507</td>\n",
" <td>0.003770</td>\n",
" <td>0.009426</td>\n",
" <td>0.005655</td>\n",
" <td>0.018851</td>\n",
" <td>0.015081</td>\n",
" <td>0.001885</td>\n",
" <td>0.001885</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.011311</td>\n",
" <td>0.007541</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.007541</td>\n",
" <td>0.007541</td>\n",
" <td>0.018851</td>\n",
" <td>0.011311</td>\n",
" <td>0.009426</td>\n",
" <td>0.009426</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.003770</td>\n",
" <td>0.005655</td>\n",
" <td>0.009426</td>\n",
" <td>0.001885</td>\n",
" <td>0.003770</td>\n",
" <td>0.009426</td>\n",
" <td>0.005655</td>\n",
" <td>0.013196</td>\n",
" <td>0.003770</td>\n",
" <td>0.013196</td>\n",
" <td>0.037703</td>\n",
" <td>0.028277</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.007541</td>\n",
" <td>0.082946</td>\n",
" <td>0.005655</td>\n",
" <td>0.009426</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.016966</td>\n",
" <td>0.056554</td>\n",
" <td>0.003770</td>\n",
" <td>0.011311</td>\n",
" <td>0.009426</td>\n",
" <td>0.009426</td>\n",
" <td>0.018851</td>\n",
" <td>0.007541</td>\n",
" <td>0.001885</td>\n",
" <td>0.003770</td>\n",
" <td>0.003770</td>\n",
" <td>0.009426</td>\n",
" <td>0.005655</td>\n",
" <td>0.009426</td>\n",
" <td>0.011311</td>\n",
" <td>0.005655</td>\n",
" <td>0.056554</td>\n",
" <td>0.001885</td>\n",
" <td>0.013196</td>\n",
" <td>0.005655</td>\n",
" <td>0.022622</td>\n",
" <td>0.018851</td>\n",
" <td>0.005655</td>\n",
" <td>0.009426</td>\n",
" <td>0.003770</td>\n",
" <td>0.001885</td>\n",
" <td>0.009426</td>\n",
" <td>0.001885</td>\n",
" <td>0.003770</td>\n",
" <td>0.015081</td>\n",
" <td>0.001885</td>\n",
" <td>0.015081</td>\n",
" <td>0.016966</td>\n",
" <td>0.007541</td>\n",
" <td>0.001885</td>\n",
" <td>0.005655</td>\n",
" <td>0.003770</td>\n",
" <td>0.015081</td>\n",
" <td>0.011311</td>\n",
" <td>0.009426</td>\n",
" <td>0.005655</td>\n",
" <td>0.007541</td>\n",
" <td>0.009426</td>\n",
" <td>0.015081</td>\n",
" <td>0.003770</td>\n",
" <td>0.011311</td>\n",
" <td>0.005655</td>\n",
" <td>0.073520</td>\n",
" <td>0.015081</td>\n",
" <td>0.001885</td>\n",
" <td>0.005655</td>\n",
" <td>0.003770</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.706564</td>\n",
" <td>0.278407</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.021091</td>\n",
" <td>0.014764</td>\n",
" <td>0.002109</td>\n",
" <td>0.052729</td>\n",
" <td>0.021091</td>\n",
" <td>0.291062</td>\n",
" <td>0.312154</td>\n",
" <td>0.023201</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.010546</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.004218</td>\n",
" <td>0.014764</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.014764</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.006327</td>\n",
" <td>0.008437</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.010546</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.027419</td>\n",
" <td>0.040074</td>\n",
" <td>0.059056</td>\n",
" <td>0.103348</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.008437</td>\n",
" <td>0.002109</td>\n",
" <td>0.059056</td>\n",
" <td>0.014764</td>\n",
" <td>0.006327</td>\n",
" <td>0.006327</td>\n",
" <td>0.012655</td>\n",
" <td>0.002109</td>\n",
" <td>0.027419</td>\n",
" <td>0.021091</td>\n",
" <td>0.018982</td>\n",
" <td>0.021091</td>\n",
" <td>0.016873</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.012655</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.012655</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.008437</td>\n",
" <td>0.006327</td>\n",
" <td>0.008437</td>\n",
" <td>0.014764</td>\n",
" <td>0.086475</td>\n",
" <td>0.023201</td>\n",
" <td>0.002109</td>\n",
" <td>0.004218</td>\n",
" <td>0.016873</td>\n",
" <td>0.008437</td>\n",
" <td>0.012655</td>\n",
" <td>0.002109</td>\n",
" <td>0.018982</td>\n",
" <td>0.006327</td>\n",
" <td>0.031637</td>\n",
" <td>0.012655</td>\n",
" <td>0.008437</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.010546</td>\n",
" <td>0.029528</td>\n",
" <td>0.021091</td>\n",
" <td>0.008437</td>\n",
" <td>0.012655</td>\n",
" <td>0.040074</td>\n",
" <td>0.156077</td>\n",
" <td>0.012655</td>\n",
" <td>0.008437</td>\n",
" <td>0.075929</td>\n",
" <td>0.004218</td>\n",
" <td>0.014764</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.016873</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.008437</td>\n",
" <td>0.312154</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.031637</td>\n",
" <td>0.008437</td>\n",
" <td>0.004218</td>\n",
" <td>0.010546</td>\n",
" <td>0.016873</td>\n",
" <td>0.010546</td>\n",
" <td>0.021091</td>\n",
" <td>0.021091</td>\n",
" <td>0.004218</td>\n",
" <td>0.010546</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.187714</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.008437</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.008437</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.014764</td>\n",
" <td>0.012655</td>\n",
" <td>0.012655</td>\n",
" <td>0.004218</td>\n",
" <td>0.008437</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.016873</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.014764</td>\n",
" <td>0.002109</td>\n",
" <td>0.010546</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.004218</td>\n",
" <td>0.010546</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.008437</td>\n",
" <td>0.016873</td>\n",
" <td>0.050620</td>\n",
" <td>0.012655</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.048510</td>\n",
" <td>0.010546</td>\n",
" <td>0.010546</td>\n",
" <td>0.012655</td>\n",
" <td>0.014764</td>\n",
" <td>0.006327</td>\n",
" <td>0.006327</td>\n",
" <td>0.025310</td>\n",
" <td>0.008437</td>\n",
" <td>0.010546</td>\n",
" <td>0.025310</td>\n",
" <td>0.010546</td>\n",
" <td>0.010546</td>\n",
" <td>0.006327</td>\n",
" <td>0.016873</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.010546</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.018982</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.016873</td>\n",
" <td>0.014764</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.002109</td>\n",
" <td>0.014764</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.014764</td>\n",
" <td>0.002109</td>\n",
" <td>0.010546</td>\n",
" <td>0.006327</td>\n",
" <td>0.023201</td>\n",
" <td>0.025310</td>\n",
" <td>0.021091</td>\n",
" <td>0.002109</td>\n",
" <td>0.012655</td>\n",
" <td>0.006327</td>\n",
" <td>0.040074</td>\n",
" <td>0.021091</td>\n",
" <td>0.016873</td>\n",
" <td>0.010546</td>\n",
" <td>0.006327</td>\n",
" <td>0.016873</td>\n",
" <td>0.069602</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.012655</td>\n",
" <td>0.012655</td>\n",
" <td>0.021091</td>\n",
" <td>0.016873</td>\n",
" <td>0.002109</td>\n",
" <td>0.004218</td>\n",
" <td>0.006327</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.008437</td>\n",
" <td>0.004218</td>\n",
" <td>0.052729</td>\n",
" <td>0.002109</td>\n",
" <td>0.012655</td>\n",
" <td>0.008437</td>\n",
" <td>0.014764</td>\n",
" <td>0.018982</td>\n",
" <td>0.008437</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.008437</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.014764</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.016873</td>\n",
" <td>0.014764</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.002109</td>\n",
" <td>0.014764</td>\n",
" <td>0.008437</td>\n",
" <td>0.010546</td>\n",
" <td>0.006327</td>\n",
" <td>0.002109</td>\n",
" <td>0.004218</td>\n",
" <td>0.023201</td>\n",
" <td>0.008437</td>\n",
" <td>0.010546</td>\n",
" <td>0.004218</td>\n",
" <td>0.004218</td>\n",
" <td>0.054838</td>\n",
" <td>0.012655</td>\n",
" <td>0.002109</td>\n",
" <td>0.006327</td>\n",
" <td>0.004218</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.001649</td>\n",
" <td>0.001649</td>\n",
" <td>0.662893</td>\n",
" <td>0.278679</td>\n",
" <td>0.016490</td>\n",
" <td>0.003298</td>\n",
" <td>0.036278</td>\n",
" <td>0.018139</td>\n",
" <td>0.006596</td>\n",
" <td>0.067608</td>\n",
" <td>0.013192</td>\n",
" <td>0.306712</td>\n",
" <td>0.319903</td>\n",
" <td>0.057715</td>\n",
" <td>0.004947</td>\n",
" <td>0.011543</td>\n",
" <td>0.003298</td>\n",
" <td>0.004947</td>\n",
" <td>0.001649</td>\n",
" <td>0.001649</td>\n",
" <td>0.006596</td>\n",
" <td>0.001649</td>\n",
" <td>0.006596</td>\n",
" <td>0.001649</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.003298</td>\n",
" <td>0.018139</td>\n",
" <td>0.006596</td>\n",
" <td>0.003298</td>\n",
" <td>0.003298</td>\n",
" <td>0.011543</td>\n",
" <td>0.001649</td>\n",
" <td>0.004947</td>\n",
" <td>0.001649</td>\n",
" <td>0.009894</td>\n",
" <td>0.004947</td>\n",
" <td>0.011543</td>\n",
" <td>0.001649</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.001649</td>\n",
" <td>0.039576</td>\n",
" <td>0.041225</td>\n",
" <td>0.029682</td>\n",
" <td>0.126972</td>\n",
" <td>0.003298</td>\n",
" <td>0.004947</td>\n",
" <td>0.006596</td>\n",
" <td>0.009894</td>\n",
" <td>0.006596</td>\n",
" <td>0.009894</td>\n",
" <td>0.084098</td>\n",
" <td>0.019788</td>\n",
" <td>0.004947</td>\n",
" <td>0.009894</td>\n",
" <td>0.009894</td>\n",
" <td>0.006596</td>\n",
" <td>0.014841</td>\n",
" <td>0.019788</td>\n",
" <td>0.016490</td>\n",
" <td>0.023086</td>\n",
" <td>0.011543</td>\n",
" <td>0.003298</td>\n",
" <td>0.011543</td>\n",
" <td>0.003298</td>\n",
" <td>0.004947</td>\n",
" <td>0.001649</td>\n",
" <td>0.001649</td>\n",
" <td>0.006596</td>\n",
" <td>0.001649</td>\n",
" <td>0.006596</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.006596</td>\n",
" <td>0.003298</td>\n",
" <td>0.004947</td>\n",
" <td>0.080800</td>\n",
" <td>0.026384</td>\n",
" <td>0.009894</td>\n",
" <td>0.003298</td>\n",
" <td>0.019788</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.009894</td>\n",
" <td>0.006596</td>\n",
" <td>0.016490</td>\n",
" <td>0.023086</td>\n",
" <td>0.026384</td>\n",
" <td>0.008245</td>\n",
" <td>0.013192</td>\n",
" <td>0.004947</td>\n",
" <td>0.019788</td>\n",
" <td>0.024735</td>\n",
" <td>0.037927</td>\n",
" <td>0.009894</td>\n",
" <td>0.006596</td>\n",
" <td>0.037927</td>\n",
" <td>0.202825</td>\n",
" <td>0.009894</td>\n",
" <td>0.016490</td>\n",
" <td>0.092343</td>\n",
" <td>0.001649</td>\n",
" <td>0.013192</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.009894</td>\n",
" <td>0.008245</td>\n",
" <td>0.011543</td>\n",
" <td>0.011543</td>\n",
" <td>0.008245</td>\n",
" <td>0.008245</td>\n",
" <td>0.004947</td>\n",
" <td>0.011543</td>\n",
" <td>0.319903</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.001649</td>\n",
" <td>0.026384</td>\n",
" <td>0.011543</td>\n",
" <td>0.004947</td>\n",
" <td>0.006596</td>\n",
" <td>0.019788</td>\n",
" <td>0.013192</td>\n",
" <td>0.011543</td>\n",
" <td>0.006596</td>\n",
" <td>0.009894</td>\n",
" <td>0.016490</td>\n",
" <td>0.001649</td>\n",
" <td>0.004947</td>\n",
" <td>0.194580</td>\n",
" <td>0.006596</td>\n",
" <td>0.008245</td>\n",
" <td>0.008245</td>\n",
" <td>0.006596</td>\n",
" <td>0.006596</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.006596</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.001649</td>\n",
" <td>0.001649</td>\n",
" <td>0.016490</td>\n",
" <td>0.009894</td>\n",
" <td>0.003298</td>\n",
" <td>0.004947</td>\n",
" <td>0.009894</td>\n",
" <td>0.001649</td>\n",
" <td>0.011543</td>\n",
" <td>0.003298</td>\n",
" <td>0.009894</td>\n",
" <td>0.003298</td>\n",
" <td>0.006596</td>\n",
" <td>0.006596</td>\n",
" <td>0.006596</td>\n",
" <td>0.006596</td>\n",
" <td>0.001649</td>\n",
" <td>0.001649</td>\n",
" <td>0.008245</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.003298</td>\n",
" <td>0.011543</td>\n",
" <td>0.056066</td>\n",
" <td>0.008245</td>\n",
" <td>0.003298</td>\n",
" <td>0.004947</td>\n",
" <td>0.001649</td>\n",
" <td>0.044523</td>\n",
" <td>0.011543</td>\n",
" <td>0.003298</td>\n",
" <td>0.009894</td>\n",
" <td>0.003298</td>\n",
" <td>0.006596</td>\n",
" <td>0.008245</td>\n",
" <td>0.018139</td>\n",
" <td>0.008245</td>\n",
" <td>0.011543</td>\n",
" <td>0.031331</td>\n",
" <td>0.001649</td>\n",
" <td>0.003298</td>\n",
" <td>0.011543</td>\n",
" <td>0.011543</td>\n",
" <td>0.019788</td>\n",
" <td>0.006596</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.009894</td>\n",
" <td>0.011543</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.004947</td>\n",
" <td>0.009894</td>\n",
" <td>0.008245</td>\n",
" <td>0.009894</td>\n",
" <td>0.004947</td>\n",
" <td>0.013192</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.003298</td>\n",
" <td>0.001649</td>\n",
" <td>0.003298</td>\n",
" <td>0.003298</td>\n",
" <td>0.006596</td>\n",
" <td>0.004947</td>\n",
" <td>0.006596</td>\n",
" <td>0.019788</td>\n",
" <td>0.006596</td>\n",
" <td>0.018139</td>\n",
" <td>0.052768</td>\n",
" <td>0.028033</td>\n",
" <td>0.006596</td>\n",
" <td>0.013192</td>\n",
" <td>0.011543</td>\n",
" <td>0.056066</td>\n",
" <td>0.028033</td>\n",
" <td>0.004947</td>\n",
" <td>0.004947</td>\n",
" <td>0.001649</td>\n",
" <td>0.016490</td>\n",
" <td>0.061013</td>\n",
" <td>0.001649</td>\n",
" <td>0.013192</td>\n",
" <td>0.018139</td>\n",
" <td>0.008245</td>\n",
" <td>0.026384</td>\n",
" <td>0.008245</td>\n",
" <td>0.006596</td>\n",
" <td>0.004947</td>\n",
" <td>0.006596</td>\n",
" <td>0.003298</td>\n",
" <td>0.003298</td>\n",
" <td>0.006596</td>\n",
" <td>0.014841</td>\n",
" <td>0.006596</td>\n",
" <td>0.080800</td>\n",
" <td>0.003298</td>\n",
" <td>0.014841</td>\n",
" <td>0.006596</td>\n",
" <td>0.028033</td>\n",
" <td>0.028033</td>\n",
" <td>0.003298</td>\n",
" <td>0.006596</td>\n",
" <td>0.001649</td>\n",
" <td>0.006596</td>\n",
" <td>0.003298</td>\n",
" <td>0.003298</td>\n",
" <td>0.004947</td>\n",
" <td>0.011543</td>\n",
" <td>0.003298</td>\n",
" <td>0.023086</td>\n",
" <td>0.013192</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.008245</td>\n",
" <td>0.019788</td>\n",
" <td>0.003298</td>\n",
" <td>0.008245</td>\n",
" <td>0.008245</td>\n",
" <td>0.001649</td>\n",
" <td>0.003298</td>\n",
" <td>0.008245</td>\n",
" <td>0.008245</td>\n",
" <td>0.004947</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" <td>0.052768</td>\n",
" <td>0.016490</td>\n",
" <td>0.003298</td>\n",
" <td>0.004947</td>\n",
" <td>0.003298</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.003031</td>\n",
" <td>0.003031</td>\n",
" <td>0.655680</td>\n",
" <td>0.314201</td>\n",
" <td>0.008082</td>\n",
" <td>0.002021</td>\n",
" <td>0.015154</td>\n",
" <td>0.010103</td>\n",
" <td>0.002021</td>\n",
" <td>0.093957</td>\n",
" <td>0.022226</td>\n",
" <td>0.313191</td>\n",
" <td>0.335417</td>\n",
" <td>0.032329</td>\n",
" <td>0.005051</td>\n",
" <td>0.018185</td>\n",
" <td>0.014144</td>\n",
" <td>0.003031</td>\n",
" <td>0.001010</td>\n",
" <td>0.002021</td>\n",
" <td>0.013134</td>\n",
" <td>0.013134</td>\n",
" <td>0.007072</td>\n",
" <td>0.002021</td>\n",
" <td>0.005051</td>\n",
" <td>0.003031</td>\n",
" <td>0.001010</td>\n",
" <td>0.012124</td>\n",
" <td>0.003031</td>\n",
" <td>0.007072</td>\n",
" <td>0.005051</td>\n",
" <td>0.005051</td>\n",
" <td>0.003031</td>\n",
" <td>0.002021</td>\n",
" <td>0.001010</td>\n",
" <td>0.003031</td>\n",
" <td>0.001010</td>\n",
" <td>0.005051</td>\n",
" <td>0.001010</td>\n",
" <td>0.001010</td>\n",
" <td>0.001010</td>\n",
" <td>0.009093</td>\n",
" <td>0.030309</td>\n",
" <td>0.058597</td>\n",
" <td>0.025257</td>\n",
" <td>0.135379</td>\n",
" <td>0.006062</td>\n",
" <td>0.003031</td>\n",
" <td>0.008082</td>\n",
" <td>0.006062</td>\n",
" <td>0.003031</td>\n",
" <td>0.004041</td>\n",
" <td>0.082844</td>\n",
" <td>0.016165</td>\n",
" <td>0.005051</td>\n",
" <td>0.001010</td>\n",
" <td>0.009093</td>\n",
" <td>0.005051</td>\n",
" <td>0.004041</td>\n",
" <td>0.018185</td>\n",
" <td>0.012124</td>\n",
" <td>0.019196</td>\n",
" <td>0.007072</td>\n",
" <td>0.003031</td>\n",
" <td>0.020206</td>\n",
" <td>0.005051</td>\n",
" <td>0.006062</td>\n",
" <td>0.004041</td>\n",
" <td>0.004041</td>\n",
" <td>0.009093</td>\n",
" <td>0.014144</td>\n",
" <td>0.003031</td>\n",
" <td>0.003031</td>\n",
" <td>0.004041</td>\n",
" <td>0.003031</td>\n",
" <td>0.011113</td>\n",
" <td>0.008082</td>\n",
" <td>0.096988</td>\n",
" <td>0.037381</td>\n",
" <td>0.014144</td>\n",
" <td>0.001010</td>\n",
" <td>0.013134</td>\n",
" <td>0.002021</td>\n",
" <td>0.006062</td>\n",
" <td>0.005051</td>\n",
" <td>0.025257</td>\n",
" <td>0.001010</td>\n",
" <td>0.024247</td>\n",
" <td>0.012124</td>\n",
" <td>0.009093</td>\n",
" <td>0.007072</td>\n",
" <td>0.010103</td>\n",
" <td>0.005051</td>\n",
" <td>0.011113</td>\n",
" <td>0.010103</td>\n",
" <td>0.040412</td>\n",
" <td>0.003031</td>\n",
" <td>0.011113</td>\n",
" <td>0.036371</td>\n",
" <td>0.136390</td>\n",
" <td>0.007072</td>\n",
" <td>0.020206</td>\n",
" <td>0.079813</td>\n",
" <td>0.002021</td>\n",
" <td>0.006062</td>\n",
" <td>0.005051</td>\n",
" <td>0.004041</td>\n",
" <td>0.001010</td>\n",
" <td>0.002021</td>\n",
" <td>0.009093</td>\n",
" <td>0.011113</td>\n",
" <td>0.002021</td>\n",
" <td>0.004041</td>\n",
" <td>0.003031</td>\n",
" <td>0.002021</td>\n",
" <td>0.004041</td>\n",
" <td>0.335417</td>\n",
" <td>0.002021</td>\n",
" <td>0.004041</td>\n",
" <td>0.012124</td>\n",
" <td>0.013134</td>\n",
" <td>0.012124</td>\n",
" <td>0.002021</td>\n",
" <td>0.003031</td>\n",
" <td>0.017175</td>\n",
" <td>0.005051</td>\n",
" <td>0.015154</td>\n",
" <td>0.008082</td>\n",
" <td>0.006062</td>\n",
" <td>0.012124</td>\n",
" <td>0.003031</td>\n",
" <td>0.006062</td>\n",
" <td>0.177812</td>\n",
" <td>0.002021</td>\n",
" <td>0.013134</td>\n",
" <td>0.010103</td>\n",
" <td>0.003031</td>\n",
" <td>0.003031</td>\n",
" <td>0.006062</td>\n",
" <td>0.015154</td>\n",
" <td>0.010103</td>\n",
" <td>0.006062</td>\n",
" <td>0.012124</td>\n",
" <td>0.002021</td>\n",
" <td>0.003031</td>\n",
" <td>0.004041</td>\n",
" <td>0.020206</td>\n",
" <td>0.014144</td>\n",
" <td>0.006062</td>\n",
" <td>0.006062</td>\n",
" <td>0.001010</td>\n",
" <td>0.010103</td>\n",
" <td>0.005051</td>\n",
" <td>0.004041</td>\n",
" <td>0.007072</td>\n",
" <td>0.004041</td>\n",
" <td>0.012124</td>\n",
" <td>0.005051</td>\n",
" <td>0.021216</td>\n",
" <td>0.007072</td>\n",
" <td>0.011113</td>\n",
" <td>0.003031</td>\n",
" <td>0.006062</td>\n",
" <td>0.004041</td>\n",
" <td>0.004041</td>\n",
" <td>0.004041</td>\n",
" <td>0.016165</td>\n",
" <td>0.035360</td>\n",
" <td>0.012124</td>\n",
" <td>0.003031</td>\n",
" <td>0.005051</td>\n",
" <td>0.004041</td>\n",
" <td>0.041422</td>\n",
" <td>0.007072</td>\n",
" <td>0.003031</td>\n",
" <td>0.007072</td>\n",
" <td>0.006062</td>\n",
" <td>0.003031</td>\n",
" <td>0.005051</td>\n",
" <td>0.032329</td>\n",
" <td>0.007072</td>\n",
" <td>0.006062</td>\n",
" <td>0.029298</td>\n",
" <td>0.006062</td>\n",
" <td>0.007072</td>\n",
" <td>0.009093</td>\n",
" <td>0.013134</td>\n",
" <td>0.014144</td>\n",
" <td>0.003031</td>\n",
" <td>0.002021</td>\n",
" <td>0.001010</td>\n",
" <td>0.004041</td>\n",
" <td>0.013134</td>\n",
" <td>0.011113</td>\n",
" <td>0.004041</td>\n",
" <td>0.003031</td>\n",
" <td>0.003031</td>\n",
" <td>0.012124</td>\n",
" <td>0.006062</td>\n",
" <td>0.011113</td>\n",
" <td>0.005051</td>\n",
" <td>0.003031</td>\n",
" <td>0.001010</td>\n",
" <td>0.001010</td>\n",
" <td>0.002021</td>\n",
" <td>0.003031</td>\n",
" <td>0.001010</td>\n",
" <td>0.003031</td>\n",
" <td>0.003031</td>\n",
" <td>0.001010</td>\n",
" <td>0.019196</td>\n",
" <td>0.001010</td>\n",
" <td>0.008082</td>\n",
" <td>0.002021</td>\n",
" <td>0.006062</td>\n",
" <td>0.027278</td>\n",
" <td>0.023237</td>\n",
" <td>0.001010</td>\n",
" <td>0.005051</td>\n",
" <td>0.009093</td>\n",
" <td>0.040412</td>\n",
" <td>0.014144</td>\n",
" <td>0.009093</td>\n",
" <td>0.007072</td>\n",
" <td>0.003031</td>\n",
" <td>0.014144</td>\n",
" <td>0.059607</td>\n",
" <td>0.002021</td>\n",
" <td>0.006062</td>\n",
" <td>0.011113</td>\n",
" <td>0.016165</td>\n",
" <td>0.022226</td>\n",
" <td>0.005051</td>\n",
" <td>0.002021</td>\n",
" <td>0.001010</td>\n",
" <td>0.005051</td>\n",
" <td>0.002021</td>\n",
" <td>0.012124</td>\n",
" <td>0.004041</td>\n",
" <td>0.009093</td>\n",
" <td>0.003031</td>\n",
" <td>0.061628</td>\n",
" <td>0.004041</td>\n",
" <td>0.016165</td>\n",
" <td>0.002021</td>\n",
" <td>0.021216</td>\n",
" <td>0.010103</td>\n",
" <td>0.006062</td>\n",
" <td>0.009093</td>\n",
" <td>0.004041</td>\n",
" <td>0.004041</td>\n",
" <td>0.009093</td>\n",
" <td>0.002021</td>\n",
" <td>0.003031</td>\n",
" <td>0.011113</td>\n",
" <td>0.004041</td>\n",
" <td>0.011113</td>\n",
" <td>0.009093</td>\n",
" <td>0.007072</td>\n",
" <td>0.001010</td>\n",
" <td>0.006062</td>\n",
" <td>0.018185</td>\n",
" <td>0.004041</td>\n",
" <td>0.005051</td>\n",
" <td>0.006062</td>\n",
" <td>0.004041</td>\n",
" <td>0.005051</td>\n",
" <td>0.002021</td>\n",
" <td>0.005051</td>\n",
" <td>0.005051</td>\n",
" <td>0.008082</td>\n",
" <td>0.001010</td>\n",
" <td>0.063648</td>\n",
" <td>0.010103</td>\n",
" <td>0.001010</td>\n",
" <td>0.005051</td>\n",
" <td>0.004041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>0.002703</td>\n",
" <td>0.002703</td>\n",
" <td>0.654123</td>\n",
" <td>0.328413</td>\n",
" <td>0.016218</td>\n",
" <td>0.004054</td>\n",
" <td>0.043248</td>\n",
" <td>0.017569</td>\n",
" <td>0.001351</td>\n",
" <td>0.070278</td>\n",
" <td>0.013515</td>\n",
" <td>0.316250</td>\n",
" <td>0.329765</td>\n",
" <td>0.020272</td>\n",
" <td>0.004054</td>\n",
" <td>0.010812</td>\n",
" <td>0.006757</td>\n",
" <td>0.006757</td>\n",
" <td>0.001351</td>\n",
" <td>0.004054</td>\n",
" <td>0.006757</td>\n",
" <td>0.012163</td>\n",
" <td>0.002703</td>\n",
" <td>0.001351</td>\n",
" <td>0.006757</td>\n",
" <td>0.002703</td>\n",
" <td>0.004054</td>\n",
" <td>0.010812</td>\n",
" <td>0.012163</td>\n",
" <td>0.008109</td>\n",
" <td>0.001351</td>\n",
" <td>0.006757</td>\n",
" <td>0.006757</td>\n",
" <td>0.008109</td>\n",
" <td>0.002703</td>\n",
" <td>0.006757</td>\n",
" <td>0.001351</td>\n",
" <td>0.004054</td>\n",
" <td>0.001351</td>\n",
" <td>0.005406</td>\n",
" <td>0.001351</td>\n",
" <td>0.002703</td>\n",
" <td>0.018921</td>\n",
" <td>0.051357</td>\n",
" <td>0.029733</td>\n",
" <td>0.108120</td>\n",
" <td>0.004054</td>\n",
" <td>0.004054</td>\n",
" <td>0.009460</td>\n",
" <td>0.006757</td>\n",
" <td>0.001351</td>\n",
" <td>0.004054</td>\n",
" <td>0.087847</td>\n",
" <td>0.054060</td>\n",
" <td>0.002703</td>\n",
" <td>0.002703</td>\n",
" <td>0.008109</td>\n",
" <td>0.013515</td>\n",
" <td>0.006757</td>\n",
" <td>0.017569</td>\n",
" <td>0.010812</td>\n",
" <td>0.021624</td>\n",
" <td>0.006757</td>\n",
" <td>0.001351</td>\n",
" <td>0.001351</td>\n",
" <td>0.004054</td>\n",
" <td>0.008109</td>\n",
" <td>0.004054</td>\n",
" <td>0.002703</td>\n",
" <td>0.009460</td>\n",
" <td>0.002703</td>\n",
" <td>0.005406</td>\n",
" <td>0.004054</td>\n",
" <td>0.004054</td>\n",
" <td>0.005406</td>\n",
" <td>0.004054</td>\n",
" <td>0.010812</td>\n",
" <td>0.079738</td>\n",
" <td>0.037842</td>\n",
" <td>0.004054</td>\n",
" <td>0.005406</td>\n",
" <td>0.013515</td>\n",
" <td>0.008109</td>\n",
" <td>0.006757</td>\n",
" <td>0.008109</td>\n",
" <td>0.024327</td>\n",
" <td>0.004054</td>\n",
" <td>0.010812</td>\n",
" <td>0.028381</td>\n",
" <td>0.013515</td>\n",
" <td>0.010812</td>\n",
" <td>0.005406</td>\n",
" <td>0.009460</td>\n",
" <td>0.012163</td>\n",
" <td>0.012163</td>\n",
" <td>0.027030</td>\n",
" <td>0.002703</td>\n",
" <td>0.002703</td>\n",
" <td>0.051357</td>\n",
" <td>0.120283</td>\n",
" <td>0.017569</td>\n",
" <td>0.013515</td>\n",
" <td>0.068926</td>\n",
" <td>0.008109</td>\n",
" <td>0.005406</td>\n",
" <td>0.006757</td>\n",
" <td>0.002703</td>\n",
" <td>0.002703</td>\n",
" <td>0.001351</td>\n",
" <td>0.010812</td>\n",
" <td>0.014866</td>\n",
" <td>0.013515</td>\n",
" <td>0.004054</td>\n",
" <td>0.008109</td>\n",
" <td>0.001351</td>\n",
" <td>0.004054</td>\n",
" <td>0.329765</td>\n",
" <td>0.004054</td>\n",
" <td>0.006757</td>\n",
" <td>0.001351</td>\n",
" <td>0.020272</td>\n",
" <td>0.014866</td>\n",
" <td>0.006757</td>\n",
" <td>0.009460</td>\n",
" <td>0.010812</td>\n",
" <td>0.005406</td>\n",
" <td>0.008109</td>\n",
" <td>0.006757</td>\n",
" <td>0.004054</td>\n",
" <td>0.002703</td>\n",
" <td>0.005406</td>\n",
" <td>0.004054</td>\n",
" <td>0.201373</td>\n",
" <td>0.001351</td>\n",
" <td>0.016218</td>\n",
" <td>0.009460</td>\n",
" <td>0.005406</td>\n",
" <td>0.006757</td>\n",
" <td>0.001351</td>\n",
" <td>0.008109</td>\n",
" <td>0.009460</td>\n",
" <td>0.001351</td>\n",
" <td>0.009460</td>\n",
" <td>0.001351</td>\n",
" <td>0.001351</td>\n",
" <td>0.005406</td>\n",
" <td>0.018921</td>\n",
" <td>0.018921</td>\n",
" <td>0.002703</td>\n",
" <td>0.009460</td>\n",
" <td>0.001351</td>\n",
" <td>0.008109</td>\n",
" <td>0.002703</td>\n",
" <td>0.010812</td>\n",
" <td>0.005406</td>\n",
" <td>0.004054</td>\n",
" <td>0.006757</td>\n",
" <td>0.002703</td>\n",
" <td>0.008109</td>\n",
" <td>0.002703</td>\n",
" <td>0.004054</td>\n",
" <td>0.010812</td>\n",
" <td>0.004054</td>\n",
" <td>0.002703</td>\n",
" <td>0.002703</td>\n",
" <td>0.004054</td>\n",
" <td>0.031084</td>\n",
" <td>0.039193</td>\n",
" <td>0.004054</td>\n",
" <td>0.004054</td>\n",
" <td>0.001351</td>\n",
" <td>0.002703</td>\n",
" <td>0.054060</td>\n",
" <td>0.005406</td>\n",
" <td>0.002703</td>\n",
" <td>0.001351</td>\n",
" <td>0.024327</td>\n",
" <td>0.001351</td>\n",
" <td>0.002703</td>\n",
" <td>0.025678</td>\n",
" <td>0.005406</td>\n",
" <td>0.006757</td>\n",
" <td>0.020272</td>\n",
" <td>0.005406</td>\n",
" <td>0.013515</td>\n",
" <td>0.009460</td>\n",
" <td>0.005406</td>\n",
" <td>0.005406</td>\n",
" <td>0.008109</td>\n",
" <td>0.009460</td>\n",
" <td>0.001351</td>\n",
" <td>0.004054</td>\n",
" <td>0.021624</td>\n",
" <td>0.001351</td>\n",
" <td>0.005406</td>\n",
" <td>0.004054</td>\n",
" <td>0.002703</td>\n",
" <td>0.004054</td>\n",
" <td>0.005406</td>\n",
" <td>0.005406</td>\n",
" <td>0.008109</td>\n",
" <td>0.001351</td>\n",
" <td>0.002703</td>\n",
" <td>0.002703</td>\n",
" <td>0.001351</td>\n",
" <td>0.013515</td>\n",
" <td>0.004054</td>\n",
" <td>0.002703</td>\n",
" <td>0.006757</td>\n",
" <td>0.002703</td>\n",
" <td>0.013515</td>\n",
" <td>0.004054</td>\n",
" <td>0.004054</td>\n",
" <td>0.002703</td>\n",
" <td>0.004054</td>\n",
" <td>0.039193</td>\n",
" <td>0.025678</td>\n",
" <td>0.004054</td>\n",
" <td>0.008109</td>\n",
" <td>0.004054</td>\n",
" <td>0.064872</td>\n",
" <td>0.008109</td>\n",
" <td>0.009460</td>\n",
" <td>0.008109</td>\n",
" <td>0.001351</td>\n",
" <td>0.017569</td>\n",
" <td>0.039193</td>\n",
" <td>0.002703</td>\n",
" <td>0.008109</td>\n",
" <td>0.008109</td>\n",
" <td>0.010812</td>\n",
" <td>0.021624</td>\n",
" <td>0.014866</td>\n",
" <td>0.001351</td>\n",
" <td>0.002703</td>\n",
" <td>0.013515</td>\n",
" <td>0.005406</td>\n",
" <td>0.005406</td>\n",
" <td>0.012163</td>\n",
" <td>0.008109</td>\n",
" <td>0.004054</td>\n",
" <td>0.068926</td>\n",
" <td>0.001351</td>\n",
" <td>0.018921</td>\n",
" <td>0.001351</td>\n",
" <td>0.029733</td>\n",
" <td>0.009460</td>\n",
" <td>0.004054</td>\n",
" <td>0.001351</td>\n",
" <td>0.004054</td>\n",
" <td>0.004054</td>\n",
" <td>0.002703</td>\n",
" <td>0.004054</td>\n",
" <td>0.001351</td>\n",
" <td>0.006757</td>\n",
" <td>0.008109</td>\n",
" <td>0.032436</td>\n",
" <td>0.008109</td>\n",
" <td>0.001351</td>\n",
" <td>0.001351</td>\n",
" <td>0.008109</td>\n",
" <td>0.002703</td>\n",
" <td>0.002703</td>\n",
" <td>0.006757</td>\n",
" <td>0.005406</td>\n",
" <td>0.006757</td>\n",
" <td>0.004054</td>\n",
" <td>0.005406</td>\n",
" <td>0.013515</td>\n",
" <td>0.004054</td>\n",
" <td>0.006757</td>\n",
" <td>0.005406</td>\n",
" <td>0.067575</td>\n",
" <td>0.004054</td>\n",
" <td>0.001351</td>\n",
" <td>0.004054</td>\n",
" <td>0.001351</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>0.001271</td>\n",
" <td>0.001271</td>\n",
" <td>0.677933</td>\n",
" <td>0.321494</td>\n",
" <td>0.009530</td>\n",
" <td>0.001906</td>\n",
" <td>0.013978</td>\n",
" <td>0.005718</td>\n",
" <td>0.000635</td>\n",
" <td>0.090857</td>\n",
" <td>0.022238</td>\n",
" <td>0.310058</td>\n",
" <td>0.332295</td>\n",
" <td>0.032404</td>\n",
" <td>0.002541</td>\n",
" <td>0.010166</td>\n",
" <td>0.006354</td>\n",
" <td>0.008260</td>\n",
" <td>0.001906</td>\n",
" <td>0.010166</td>\n",
" <td>0.004448</td>\n",
" <td>0.010166</td>\n",
" <td>0.003812</td>\n",
" <td>0.003812</td>\n",
" <td>0.003812</td>\n",
" <td>0.000635</td>\n",
" <td>0.001906</td>\n",
" <td>0.015884</td>\n",
" <td>0.003177</td>\n",
" <td>0.000635</td>\n",
" <td>0.005718</td>\n",
" <td>0.004448</td>\n",
" <td>0.002541</td>\n",
" <td>0.005718</td>\n",
" <td>0.000635</td>\n",
" <td>0.004448</td>\n",
" <td>0.003812</td>\n",
" <td>0.008260</td>\n",
" <td>0.011437</td>\n",
" <td>0.003812</td>\n",
" <td>0.008260</td>\n",
" <td>0.002541</td>\n",
" <td>0.019061</td>\n",
" <td>0.070525</td>\n",
" <td>0.022238</td>\n",
" <td>0.111824</td>\n",
" <td>0.005718</td>\n",
" <td>0.001271</td>\n",
" <td>0.013343</td>\n",
" <td>0.004448</td>\n",
" <td>0.009530</td>\n",
" <td>0.003177</td>\n",
" <td>0.073702</td>\n",
" <td>0.019061</td>\n",
" <td>0.003177</td>\n",
" <td>0.003177</td>\n",
" <td>0.004448</td>\n",
" <td>0.008260</td>\n",
" <td>0.012072</td>\n",
" <td>0.019061</td>\n",
" <td>0.028591</td>\n",
" <td>0.019061</td>\n",
" <td>0.010166</td>\n",
" <td>0.000635</td>\n",
" <td>0.006354</td>\n",
" <td>0.005083</td>\n",
" <td>0.005718</td>\n",
" <td>0.003812</td>\n",
" <td>0.004448</td>\n",
" <td>0.008260</td>\n",
" <td>0.005083</td>\n",
" <td>0.006989</td>\n",
" <td>0.001271</td>\n",
" <td>0.002541</td>\n",
" <td>0.005718</td>\n",
" <td>0.010801</td>\n",
" <td>0.008260</td>\n",
" <td>0.057183</td>\n",
" <td>0.033674</td>\n",
" <td>0.013978</td>\n",
" <td>0.003177</td>\n",
" <td>0.008260</td>\n",
" <td>0.004448</td>\n",
" <td>0.004448</td>\n",
" <td>0.005718</td>\n",
" <td>0.013343</td>\n",
" <td>0.002541</td>\n",
" <td>0.020332</td>\n",
" <td>0.015884</td>\n",
" <td>0.010166</td>\n",
" <td>0.010166</td>\n",
" <td>0.008260</td>\n",
" <td>0.007624</td>\n",
" <td>0.010801</td>\n",
" <td>0.014613</td>\n",
" <td>0.021602</td>\n",
" <td>0.001906</td>\n",
" <td>0.008895</td>\n",
" <td>0.020332</td>\n",
" <td>0.134062</td>\n",
" <td>0.006989</td>\n",
" <td>0.006354</td>\n",
" <td>0.077514</td>\n",
" <td>0.005083</td>\n",
" <td>0.010166</td>\n",
" <td>0.003812</td>\n",
" <td>0.006989</td>\n",
" <td>0.001271</td>\n",
" <td>0.001906</td>\n",
" <td>0.005083</td>\n",
" <td>0.004448</td>\n",
" <td>0.004448</td>\n",
" <td>0.005083</td>\n",
" <td>0.004448</td>\n",
" <td>0.005083</td>\n",
" <td>0.005083</td>\n",
" <td>0.332295</td>\n",
" <td>0.001906</td>\n",
" <td>0.005083</td>\n",
" <td>0.000635</td>\n",
" <td>0.013978</td>\n",
" <td>0.008260</td>\n",
" <td>0.001271</td>\n",
" <td>0.003812</td>\n",
" <td>0.012707</td>\n",
" <td>0.012072</td>\n",
" <td>0.017155</td>\n",
" <td>0.015249</td>\n",
" <td>0.005083</td>\n",
" <td>0.011437</td>\n",
" <td>0.001906</td>\n",
" <td>0.003177</td>\n",
" <td>0.147404</td>\n",
" <td>0.001906</td>\n",
" <td>0.012707</td>\n",
" <td>0.006989</td>\n",
" <td>0.007624</td>\n",
" <td>0.001906</td>\n",
" <td>0.004448</td>\n",
" <td>0.013343</td>\n",
" <td>0.002541</td>\n",
" <td>0.000635</td>\n",
" <td>0.007624</td>\n",
" <td>0.003177</td>\n",
" <td>0.007624</td>\n",
" <td>0.010166</td>\n",
" <td>0.020332</td>\n",
" <td>0.007624</td>\n",
" <td>0.002541</td>\n",
" <td>0.006989</td>\n",
" <td>0.002541</td>\n",
" <td>0.008260</td>\n",
" <td>0.000635</td>\n",
" <td>0.006989</td>\n",
" <td>0.003812</td>\n",
" <td>0.003177</td>\n",
" <td>0.011437</td>\n",
" <td>0.005083</td>\n",
" <td>0.010166</td>\n",
" <td>0.005083</td>\n",
" <td>0.007624</td>\n",
" <td>0.003812</td>\n",
" <td>0.005083</td>\n",
" <td>0.001271</td>\n",
" <td>0.002541</td>\n",
" <td>0.003177</td>\n",
" <td>0.035580</td>\n",
" <td>0.024144</td>\n",
" <td>0.003812</td>\n",
" <td>0.003812</td>\n",
" <td>0.004448</td>\n",
" <td>0.003177</td>\n",
" <td>0.045746</td>\n",
" <td>0.004448</td>\n",
" <td>0.002541</td>\n",
" <td>0.005718</td>\n",
" <td>0.008895</td>\n",
" <td>0.006354</td>\n",
" <td>0.005083</td>\n",
" <td>0.023508</td>\n",
" <td>0.010166</td>\n",
" <td>0.005083</td>\n",
" <td>0.026050</td>\n",
" <td>0.003812</td>\n",
" <td>0.006354</td>\n",
" <td>0.006989</td>\n",
" <td>0.013978</td>\n",
" <td>0.009530</td>\n",
" <td>0.005083</td>\n",
" <td>0.001906</td>\n",
" <td>0.001271</td>\n",
" <td>0.008260</td>\n",
" <td>0.013343</td>\n",
" <td>0.004448</td>\n",
" <td>0.006354</td>\n",
" <td>0.001906</td>\n",
" <td>0.001906</td>\n",
" <td>0.010166</td>\n",
" <td>0.009530</td>\n",
" <td>0.007624</td>\n",
" <td>0.006989</td>\n",
" <td>0.000635</td>\n",
" <td>0.003812</td>\n",
" <td>0.001906</td>\n",
" <td>0.000635</td>\n",
" <td>0.007624</td>\n",
" <td>0.005083</td>\n",
" <td>0.002541</td>\n",
" <td>0.003177</td>\n",
" <td>0.004448</td>\n",
" <td>0.012072</td>\n",
" <td>0.001271</td>\n",
" <td>0.006989</td>\n",
" <td>0.003177</td>\n",
" <td>0.005083</td>\n",
" <td>0.038122</td>\n",
" <td>0.023508</td>\n",
" <td>0.004448</td>\n",
" <td>0.006989</td>\n",
" <td>0.010166</td>\n",
" <td>0.047017</td>\n",
" <td>0.006989</td>\n",
" <td>0.015249</td>\n",
" <td>0.006989</td>\n",
" <td>0.003812</td>\n",
" <td>0.013978</td>\n",
" <td>0.054006</td>\n",
" <td>0.004448</td>\n",
" <td>0.008260</td>\n",
" <td>0.015249</td>\n",
" <td>0.015249</td>\n",
" <td>0.014613</td>\n",
" <td>0.013978</td>\n",
" <td>0.000635</td>\n",
" <td>0.003177</td>\n",
" <td>0.006354</td>\n",
" <td>0.001271</td>\n",
" <td>0.006354</td>\n",
" <td>0.003177</td>\n",
" <td>0.012707</td>\n",
" <td>0.004448</td>\n",
" <td>0.059089</td>\n",
" <td>0.001271</td>\n",
" <td>0.011437</td>\n",
" <td>0.000635</td>\n",
" <td>0.024779</td>\n",
" <td>0.012707</td>\n",
" <td>0.000635</td>\n",
" <td>0.004448</td>\n",
" <td>0.005083</td>\n",
" <td>0.005083</td>\n",
" <td>0.006354</td>\n",
" <td>0.002541</td>\n",
" <td>0.005718</td>\n",
" <td>0.012707</td>\n",
" <td>0.003177</td>\n",
" <td>0.010166</td>\n",
" <td>0.009530</td>\n",
" <td>0.002541</td>\n",
" <td>0.005718</td>\n",
" <td>0.002541</td>\n",
" <td>0.012707</td>\n",
" <td>0.004448</td>\n",
" <td>0.014613</td>\n",
" <td>0.003812</td>\n",
" <td>0.005083</td>\n",
" <td>0.003812</td>\n",
" <td>0.004448</td>\n",
" <td>0.008895</td>\n",
" <td>0.003177</td>\n",
" <td>0.003812</td>\n",
" <td>0.001271</td>\n",
" <td>0.061630</td>\n",
" <td>0.002541</td>\n",
" <td>0.000635</td>\n",
" <td>0.003177</td>\n",
" <td>0.001271</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>0.010768</td>\n",
" <td>0.010768</td>\n",
" <td>0.728637</td>\n",
" <td>0.302701</td>\n",
" <td>0.032304</td>\n",
" <td>0.001196</td>\n",
" <td>0.051447</td>\n",
" <td>0.025125</td>\n",
" <td>0.002393</td>\n",
" <td>0.052644</td>\n",
" <td>0.008375</td>\n",
" <td>0.278772</td>\n",
" <td>0.287147</td>\n",
" <td>0.040679</td>\n",
" <td>0.005982</td>\n",
" <td>0.011964</td>\n",
" <td>0.021536</td>\n",
" <td>0.016750</td>\n",
" <td>0.004786</td>\n",
" <td>0.001196</td>\n",
" <td>0.008375</td>\n",
" <td>0.016750</td>\n",
" <td>0.004786</td>\n",
" <td>0.002393</td>\n",
" <td>0.005982</td>\n",
" <td>0.002393</td>\n",
" <td>0.001196</td>\n",
" <td>0.001196</td>\n",
" <td>0.004786</td>\n",
" <td>0.001196</td>\n",
" <td>0.007179</td>\n",
" <td>0.009572</td>\n",
" <td>0.004786</td>\n",
" <td>0.007179</td>\n",
" <td>0.002393</td>\n",
" <td>0.005982</td>\n",
" <td>0.008375</td>\n",
" <td>0.008375</td>\n",
" <td>0.004786</td>\n",
" <td>0.008375</td>\n",
" <td>0.008375</td>\n",
" <td>0.001196</td>\n",
" <td>0.022733</td>\n",
" <td>0.033501</td>\n",
" <td>0.022733</td>\n",
" <td>0.096912</td>\n",
" <td>0.007179</td>\n",
" <td>0.009572</td>\n",
" <td>0.009572</td>\n",
" <td>0.004786</td>\n",
" <td>0.004786</td>\n",
" <td>0.004786</td>\n",
" <td>0.046661</td>\n",
" <td>0.035893</td>\n",
" <td>0.016750</td>\n",
" <td>0.004786</td>\n",
" <td>0.013161</td>\n",
" <td>0.002393</td>\n",
" <td>0.011964</td>\n",
" <td>0.026322</td>\n",
" <td>0.014357</td>\n",
" <td>0.007179</td>\n",
" <td>0.010768</td>\n",
" <td>0.003589</td>\n",
" <td>0.001196</td>\n",
" <td>0.021536</td>\n",
" <td>0.001196</td>\n",
" <td>0.002393</td>\n",
" <td>0.001196</td>\n",
" <td>0.008375</td>\n",
" <td>0.007179</td>\n",
" <td>0.003589</td>\n",
" <td>0.004786</td>\n",
" <td>0.004786</td>\n",
" <td>0.016750</td>\n",
" <td>0.008375</td>\n",
" <td>0.009572</td>\n",
" <td>0.139984</td>\n",
" <td>0.010768</td>\n",
" <td>0.003589</td>\n",
" <td>0.007179</td>\n",
" <td>0.010768</td>\n",
" <td>0.002393</td>\n",
" <td>0.004786</td>\n",
" <td>0.005982</td>\n",
" <td>0.015554</td>\n",
" <td>0.022733</td>\n",
" <td>0.028715</td>\n",
" <td>0.010768</td>\n",
" <td>0.007179</td>\n",
" <td>0.004786</td>\n",
" <td>0.013161</td>\n",
" <td>0.009572</td>\n",
" <td>0.007179</td>\n",
" <td>0.021536</td>\n",
" <td>0.040679</td>\n",
" <td>0.009572</td>\n",
" <td>0.032304</td>\n",
" <td>0.015554</td>\n",
" <td>0.087341</td>\n",
" <td>0.010768</td>\n",
" <td>0.005982</td>\n",
" <td>0.051447</td>\n",
" <td>0.008375</td>\n",
" <td>0.009572</td>\n",
" <td>0.004786</td>\n",
" <td>0.005982</td>\n",
" <td>0.003589</td>\n",
" <td>0.009572</td>\n",
" <td>0.002393</td>\n",
" <td>0.010768</td>\n",
" <td>0.009572</td>\n",
" <td>0.001196</td>\n",
" <td>0.009572</td>\n",
" <td>0.001196</td>\n",
" <td>0.002393</td>\n",
" <td>0.287147</td>\n",
" <td>0.007179</td>\n",
" <td>0.003589</td>\n",
" <td>0.005982</td>\n",
" <td>0.005982</td>\n",
" <td>0.008375</td>\n",
" <td>0.001196</td>\n",
" <td>0.007179</td>\n",
" <td>0.013161</td>\n",
" <td>0.007179</td>\n",
" <td>0.028715</td>\n",
" <td>0.004786</td>\n",
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" <td>0.001196</td>\n",
" <td>0.002393</td>\n",
" <td>0.001196</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 \\\n",
"0 0.003848 0.003848 0.695452 0.307807 0.015390 0.002886 0.026933 \n",
"1 0.009426 0.009426 0.667338 0.286541 0.022622 0.001885 0.030162 \n",
"2 0.004218 0.004218 0.706564 0.278407 0.006327 0.004218 0.021091 \n",
"3 0.001649 0.001649 0.662893 0.278679 0.016490 0.003298 0.036278 \n",
"4 0.003031 0.003031 0.655680 0.314201 0.008082 0.002021 0.015154 \n",
"5 0.002703 0.002703 0.654123 0.328413 0.016218 0.004054 0.043248 \n",
"6 0.001271 0.001271 0.677933 0.321494 0.009530 0.001906 0.013978 \n",
"7 0.010768 0.010768 0.728637 0.302701 0.032304 0.001196 0.051447 \n",
"\n",
" 7 8 9 10 11 12 13 \\\n",
"0 0.015390 0.000962 0.090418 0.014428 0.276065 0.290493 0.041362 \n",
"1 0.018851 0.003770 0.094257 0.022622 0.290311 0.312933 0.047128 \n",
"2 0.014764 0.002109 0.052729 0.021091 0.291062 0.312154 0.023201 \n",
"3 0.018139 0.006596 0.067608 0.013192 0.306712 0.319903 0.057715 \n",
"4 0.010103 0.002021 0.093957 0.022226 0.313191 0.335417 0.032329 \n",
"5 0.017569 0.001351 0.070278 0.013515 0.316250 0.329765 0.020272 \n",
"6 0.005718 0.000635 0.090857 0.022238 0.310058 0.332295 0.032404 \n",
"7 0.025125 0.002393 0.052644 0.008375 0.278772 0.287147 0.040679 \n",
"\n",
" 14 15 16 17 18 19 20 \\\n",
"0 0.007695 0.016352 0.006733 0.007695 0.002886 0.000962 0.014428 \n",
"1 0.001885 0.015081 0.005655 0.013196 0.003770 0.001885 0.015081 \n",
"2 0.002109 0.006327 0.004218 0.010546 0.004218 0.004218 0.006327 \n",
"3 0.004947 0.011543 0.003298 0.004947 0.001649 0.001649 0.006596 \n",
"4 0.005051 0.018185 0.014144 0.003031 0.001010 0.002021 0.013134 \n",
"5 0.004054 0.010812 0.006757 0.006757 0.001351 0.004054 0.006757 \n",
"6 0.002541 0.010166 0.006354 0.008260 0.001906 0.010166 0.004448 \n",
"7 0.005982 0.011964 0.021536 0.016750 0.004786 0.001196 0.008375 \n",
"\n",
" 21 22 23 24 25 26 27 \\\n",
"0 0.021162 0.012505 0.006733 0.007695 0.004809 0.003848 0.008657 \n",
"1 0.005655 0.001885 0.007541 0.001885 0.001885 0.007541 0.018851 \n",
"2 0.004218 0.004218 0.006327 0.004218 0.002109 0.004218 0.014764 \n",
"3 0.001649 0.006596 0.001649 0.004947 0.003298 0.003298 0.018139 \n",
"4 0.013134 0.007072 0.002021 0.005051 0.003031 0.001010 0.012124 \n",
"5 0.012163 0.002703 0.001351 0.006757 0.002703 0.004054 0.010812 \n",
"6 0.010166 0.003812 0.003812 0.003812 0.000635 0.001906 0.015884 \n",
"7 0.016750 0.004786 0.002393 0.005982 0.002393 0.001196 0.001196 \n",
"\n",
" 28 29 30 31 32 33 34 \\\n",
"0 0.002886 0.002886 0.003848 0.003848 0.002886 0.002886 0.000962 \n",
"1 0.003770 0.001885 0.005655 0.003770 0.001885 0.003770 0.003770 \n",
"2 0.002109 0.002109 0.002109 0.014764 0.002109 0.006327 0.004218 \n",
"3 0.006596 0.003298 0.003298 0.011543 0.001649 0.004947 0.001649 \n",
"4 0.003031 0.007072 0.005051 0.005051 0.003031 0.002021 0.001010 \n",
"5 0.012163 0.008109 0.001351 0.006757 0.006757 0.008109 0.002703 \n",
"6 0.003177 0.000635 0.005718 0.004448 0.002541 0.005718 0.000635 \n",
"7 0.004786 0.001196 0.007179 0.009572 0.004786 0.007179 0.002393 \n",
"\n",
" 35 36 37 38 39 40 41 \\\n",
"0 0.003848 0.014428 0.028857 0.003848 0.000962 0.001924 0.002886 \n",
"1 0.001885 0.005655 0.009426 0.001885 0.003770 0.003770 0.001885 \n",
"2 0.006327 0.008437 0.004218 0.002109 0.010546 0.004218 0.004218 \n",
"3 0.009894 0.004947 0.011543 0.001649 0.003298 0.001649 0.001649 \n",
"4 0.003031 0.001010 0.005051 0.001010 0.001010 0.001010 0.009093 \n",
"5 0.006757 0.001351 0.004054 0.001351 0.005406 0.001351 0.002703 \n",
"6 0.004448 0.003812 0.008260 0.011437 0.003812 0.008260 0.002541 \n",
"7 0.005982 0.008375 0.008375 0.004786 0.008375 0.008375 0.001196 \n",
"\n",
" 42 43 44 45 46 47 48 \\\n",
"0 0.055790 0.042324 0.026933 0.102923 0.003848 0.005771 0.010581 \n",
"1 0.033932 0.084831 0.041473 0.135730 0.007541 0.005655 0.011311 \n",
"2 0.027419 0.040074 0.059056 0.103348 0.006327 0.004218 0.004218 \n",
"3 0.039576 0.041225 0.029682 0.126972 0.003298 0.004947 0.006596 \n",
"4 0.030309 0.058597 0.025257 0.135379 0.006062 0.003031 0.008082 \n",
"5 0.018921 0.051357 0.029733 0.108120 0.004054 0.004054 0.009460 \n",
"6 0.019061 0.070525 0.022238 0.111824 0.005718 0.001271 0.013343 \n",
"7 0.022733 0.033501 0.022733 0.096912 0.007179 0.009572 0.009572 \n",
"\n",
" 49 50 51 52 53 54 55 \\\n",
"0 0.011543 0.002886 0.008657 0.045209 0.033666 0.007695 0.006733 \n",
"1 0.005655 0.003770 0.016966 0.062209 0.009426 0.003770 0.001885 \n",
"2 0.004218 0.008437 0.002109 0.059056 0.014764 0.006327 0.006327 \n",
"3 0.009894 0.006596 0.009894 0.084098 0.019788 0.004947 0.009894 \n",
"4 0.006062 0.003031 0.004041 0.082844 0.016165 0.005051 0.001010 \n",
"5 0.006757 0.001351 0.004054 0.087847 0.054060 0.002703 0.002703 \n",
"6 0.004448 0.009530 0.003177 0.073702 0.019061 0.003177 0.003177 \n",
"7 0.004786 0.004786 0.004786 0.046661 0.035893 0.016750 0.004786 \n",
"\n",
" 56 57 58 59 60 61 62 \\\n",
"0 0.006733 0.006733 0.013467 0.015390 0.023086 0.015390 0.001924 \n",
"1 0.007541 0.001885 0.011311 0.030162 0.030162 0.016966 0.001885 \n",
"2 0.012655 0.002109 0.027419 0.021091 0.018982 0.021091 0.016873 \n",
"3 0.009894 0.006596 0.014841 0.019788 0.016490 0.023086 0.011543 \n",
"4 0.009093 0.005051 0.004041 0.018185 0.012124 0.019196 0.007072 \n",
"5 0.008109 0.013515 0.006757 0.017569 0.010812 0.021624 0.006757 \n",
"6 0.004448 0.008260 0.012072 0.019061 0.028591 0.019061 0.010166 \n",
"7 0.013161 0.002393 0.011964 0.026322 0.014357 0.007179 0.010768 \n",
"\n",
" 63 64 65 66 67 68 69 \\\n",
"0 0.002886 0.010581 0.005771 0.000962 0.004809 0.002886 0.008657 \n",
"1 0.005655 0.011311 0.007541 0.001885 0.007541 0.003770 0.003770 \n",
"2 0.006327 0.004218 0.012655 0.002109 0.002109 0.002109 0.012655 \n",
"3 0.003298 0.011543 0.003298 0.004947 0.001649 0.001649 0.006596 \n",
"4 0.003031 0.020206 0.005051 0.006062 0.004041 0.004041 0.009093 \n",
"5 0.001351 0.001351 0.004054 0.008109 0.004054 0.002703 0.009460 \n",
"6 0.000635 0.006354 0.005083 0.005718 0.003812 0.004448 0.008260 \n",
"7 0.003589 0.001196 0.021536 0.001196 0.002393 0.001196 0.008375 \n",
"\n",
" 70 71 72 73 74 75 76 \\\n",
"0 0.000962 0.001924 0.001924 0.007695 0.002886 0.012505 0.004809 \n",
"1 0.003770 0.003770 0.005655 0.003770 0.009426 0.007541 0.015081 \n",
"2 0.006327 0.004218 0.002109 0.008437 0.006327 0.008437 0.014764 \n",
"3 0.001649 0.006596 0.004947 0.003298 0.006596 0.003298 0.004947 \n",
"4 0.014144 0.003031 0.003031 0.004041 0.003031 0.011113 0.008082 \n",
"5 0.002703 0.005406 0.004054 0.004054 0.005406 0.004054 0.010812 \n",
"6 0.005083 0.006989 0.001271 0.002541 0.005718 0.010801 0.008260 \n",
"7 0.007179 0.003589 0.004786 0.004786 0.016750 0.008375 0.009572 \n",
"\n",
" 77 78 79 80 81 82 83 \\\n",
"0 0.076952 0.034628 0.014428 0.003848 0.022124 0.001924 0.014428 \n",
"1 0.096142 0.024507 0.003770 0.003770 0.007541 0.003770 0.003770 \n",
"2 0.086475 0.023201 0.002109 0.004218 0.016873 0.008437 0.012655 \n",
"3 0.080800 0.026384 0.009894 0.003298 0.019788 0.004947 0.003298 \n",
"4 0.096988 0.037381 0.014144 0.001010 0.013134 0.002021 0.006062 \n",
"5 0.079738 0.037842 0.004054 0.005406 0.013515 0.008109 0.006757 \n",
"6 0.057183 0.033674 0.013978 0.003177 0.008260 0.004448 0.004448 \n",
"7 0.139984 0.010768 0.003589 0.007179 0.010768 0.002393 0.004786 \n",
"\n",
" 84 85 86 87 88 89 90 \\\n",
"0 0.007695 0.031743 0.002886 0.038476 0.019238 0.024047 0.005771 \n",
"1 0.003770 0.011311 0.001885 0.022622 0.037703 0.028277 0.007541 \n",
"2 0.002109 0.018982 0.006327 0.031637 0.012655 0.008437 0.004218 \n",
"3 0.001649 0.009894 0.006596 0.016490 0.023086 0.026384 0.008245 \n",
"4 0.005051 0.025257 0.001010 0.024247 0.012124 0.009093 0.007072 \n",
"5 0.008109 0.024327 0.004054 0.010812 0.028381 0.013515 0.010812 \n",
"6 0.005718 0.013343 0.002541 0.020332 0.015884 0.010166 0.010166 \n",
"7 0.005982 0.015554 0.022733 0.028715 0.010768 0.007179 0.004786 \n",
"\n",
" 91 92 93 94 95 96 97 \\\n",
"0 0.004809 0.002886 0.008657 0.021162 0.069257 0.011543 0.020200 \n",
"1 0.009426 0.005655 0.026392 0.018851 0.052784 0.001885 0.009426 \n",
"2 0.004218 0.004218 0.010546 0.029528 0.021091 0.008437 0.012655 \n",
"3 0.013192 0.004947 0.019788 0.024735 0.037927 0.009894 0.006596 \n",
"4 0.010103 0.005051 0.011113 0.010103 0.040412 0.003031 0.011113 \n",
"5 0.005406 0.009460 0.012163 0.012163 0.027030 0.002703 0.002703 \n",
"6 0.008260 0.007624 0.010801 0.014613 0.021602 0.001906 0.008895 \n",
"7 0.013161 0.009572 0.007179 0.021536 0.040679 0.009572 0.032304 \n",
"\n",
" 98 99 100 101 102 103 104 \\\n",
"0 0.042324 0.185646 0.016352 0.027895 0.051943 0.003848 0.012505 \n",
"1 0.037703 0.162122 0.020736 0.018851 0.081061 0.003770 0.015081 \n",
"2 0.040074 0.156077 0.012655 0.008437 0.075929 0.004218 0.014764 \n",
"3 0.037927 0.202825 0.009894 0.016490 0.092343 0.001649 0.013192 \n",
"4 0.036371 0.136390 0.007072 0.020206 0.079813 0.002021 0.006062 \n",
"5 0.051357 0.120283 0.017569 0.013515 0.068926 0.008109 0.005406 \n",
"6 0.020332 0.134062 0.006989 0.006354 0.077514 0.005083 0.010166 \n",
"7 0.015554 0.087341 0.010768 0.005982 0.051447 0.008375 0.009572 \n",
"\n",
" 105 106 107 108 109 110 111 \\\n",
"0 0.005771 0.012505 0.001924 0.001924 0.002886 0.018276 0.014428 \n",
"1 0.009426 0.003770 0.001885 0.005655 0.005655 0.016966 0.007541 \n",
"2 0.004218 0.004218 0.004218 0.002109 0.016873 0.006327 0.002109 \n",
"3 0.004947 0.003298 0.001649 0.009894 0.008245 0.011543 0.011543 \n",
"4 0.005051 0.004041 0.001010 0.002021 0.009093 0.011113 0.002021 \n",
"5 0.006757 0.002703 0.002703 0.001351 0.010812 0.014866 0.013515 \n",
"6 0.003812 0.006989 0.001271 0.001906 0.005083 0.004448 0.004448 \n",
"7 0.004786 0.005982 0.003589 0.009572 0.002393 0.010768 0.009572 \n",
"\n",
" 112 113 114 115 116 117 118 \\\n",
"0 0.011543 0.005771 0.001924 0.002886 0.290493 0.006733 0.009619 \n",
"1 0.024507 0.007541 0.003770 0.003770 0.312933 0.003770 0.003770 \n",
"2 0.002109 0.006327 0.004218 0.008437 0.312154 0.002109 0.006327 \n",
"3 0.008245 0.008245 0.004947 0.011543 0.319903 0.003298 0.001649 \n",
"4 0.004041 0.003031 0.002021 0.004041 0.335417 0.002021 0.004041 \n",
"5 0.004054 0.008109 0.001351 0.004054 0.329765 0.004054 0.006757 \n",
"6 0.005083 0.004448 0.005083 0.005083 0.332295 0.001906 0.005083 \n",
"7 0.001196 0.009572 0.001196 0.002393 0.287147 0.007179 0.003589 \n",
"\n",
" 119 120 121 122 123 124 125 \\\n",
"0 0.000962 0.020200 0.005771 0.006733 0.009619 0.010581 0.004809 \n",
"1 0.001885 0.026392 0.001885 0.007541 0.011311 0.024507 0.013196 \n",
"2 0.002109 0.031637 0.008437 0.004218 0.010546 0.016873 0.010546 \n",
"3 0.001649 0.026384 0.011543 0.004947 0.006596 0.019788 0.013192 \n",
"4 0.012124 0.013134 0.012124 0.002021 0.003031 0.017175 0.005051 \n",
"5 0.001351 0.020272 0.014866 0.006757 0.009460 0.010812 0.005406 \n",
"6 0.000635 0.013978 0.008260 0.001271 0.003812 0.012707 0.012072 \n",
"7 0.005982 0.005982 0.008375 0.001196 0.007179 0.013161 0.007179 \n",
"\n",
" 126 127 128 129 130 131 132 \\\n",
"0 0.013467 0.005771 0.003848 0.019238 0.003848 0.002886 0.170256 \n",
"1 0.018851 0.009426 0.007541 0.007541 0.003770 0.005655 0.214905 \n",
"2 0.021091 0.021091 0.004218 0.010546 0.002109 0.006327 0.187714 \n",
"3 0.011543 0.006596 0.009894 0.016490 0.001649 0.004947 0.194580 \n",
"4 0.015154 0.008082 0.006062 0.012124 0.003031 0.006062 0.177812 \n",
"5 0.008109 0.006757 0.004054 0.002703 0.005406 0.004054 0.201373 \n",
"6 0.017155 0.015249 0.005083 0.011437 0.001906 0.003177 0.147404 \n",
"7 0.028715 0.004786 0.007179 0.013161 0.007179 0.004786 0.197414 \n",
"\n",
" 133 134 135 136 137 138 139 \\\n",
"0 0.001924 0.016352 0.013467 0.006733 0.011543 0.010581 0.002886 \n",
"1 0.001885 0.020736 0.001885 0.005655 0.005655 0.009426 0.001885 \n",
"2 0.004218 0.004218 0.008437 0.006327 0.002109 0.006327 0.008437 \n",
"3 0.006596 0.008245 0.008245 0.006596 0.006596 0.004947 0.003298 \n",
"4 0.002021 0.013134 0.010103 0.003031 0.003031 0.006062 0.015154 \n",
"5 0.001351 0.016218 0.009460 0.005406 0.006757 0.001351 0.008109 \n",
"6 0.001906 0.012707 0.006989 0.007624 0.001906 0.004448 0.013343 \n",
"7 0.001196 0.004786 0.014357 0.007179 0.005982 0.002393 0.003589 \n",
"\n",
" 140 141 142 143 144 145 146 \\\n",
"0 0.009619 0.001924 0.003848 0.002886 0.001924 0.004809 0.008657 \n",
"1 0.013196 0.001885 0.007541 0.003770 0.005655 0.003770 0.022622 \n",
"2 0.006327 0.004218 0.004218 0.002109 0.014764 0.012655 0.012655 \n",
"3 0.006596 0.003298 0.001649 0.001649 0.001649 0.016490 0.009894 \n",
"4 0.010103 0.006062 0.012124 0.002021 0.003031 0.004041 0.020206 \n",
"5 0.009460 0.001351 0.009460 0.001351 0.001351 0.005406 0.018921 \n",
"6 0.002541 0.000635 0.007624 0.003177 0.007624 0.010166 0.020332 \n",
"7 0.005982 0.001196 0.016750 0.002393 0.004786 0.016750 0.019143 \n",
"\n",
" 147 148 149 150 151 152 153 \\\n",
"0 0.010581 0.003848 0.001924 0.003848 0.006733 0.005771 0.006733 \n",
"1 0.026392 0.001885 0.005655 0.003770 0.005655 0.007541 0.009426 \n",
"2 0.004218 0.008437 0.006327 0.004218 0.006327 0.002109 0.016873 \n",
"3 0.003298 0.004947 0.009894 0.001649 0.011543 0.003298 0.009894 \n",
"4 0.014144 0.006062 0.006062 0.001010 0.010103 0.005051 0.004041 \n",
"5 0.018921 0.002703 0.009460 0.001351 0.008109 0.002703 0.010812 \n",
"6 0.007624 0.002541 0.006989 0.002541 0.008260 0.000635 0.006989 \n",
"7 0.016750 0.003589 0.010768 0.002393 0.016750 0.002393 0.007179 \n",
"\n",
" 154 155 156 157 158 159 160 \\\n",
"0 0.003848 0.004809 0.004809 0.001924 0.007695 0.013467 0.002886 \n",
"1 0.001885 0.009426 0.013196 0.007541 0.005655 0.007541 0.003770 \n",
"2 0.004218 0.002109 0.014764 0.002109 0.010546 0.004218 0.002109 \n",
"3 0.003298 0.006596 0.006596 0.006596 0.006596 0.001649 0.001649 \n",
"4 0.007072 0.004041 0.012124 0.005051 0.021216 0.007072 0.011113 \n",
"5 0.005406 0.004054 0.006757 0.002703 0.008109 0.002703 0.004054 \n",
"6 0.003812 0.003177 0.011437 0.005083 0.010166 0.005083 0.007624 \n",
"7 0.004786 0.009572 0.003589 0.002393 0.001196 0.004786 0.013161 \n",
"\n",
" 161 162 163 164 165 166 167 \\\n",
"0 0.003848 0.003848 0.004809 0.000962 0.002886 0.029819 0.048095 \n",
"1 0.003770 0.013196 0.007541 0.003770 0.009426 0.018851 0.041473 \n",
"2 0.004218 0.010546 0.002109 0.002109 0.008437 0.016873 0.050620 \n",
"3 0.008245 0.004947 0.003298 0.001649 0.003298 0.011543 0.056066 \n",
"4 0.003031 0.006062 0.004041 0.004041 0.004041 0.016165 0.035360 \n",
"5 0.010812 0.004054 0.002703 0.002703 0.004054 0.031084 0.039193 \n",
"6 0.003812 0.005083 0.001271 0.002541 0.003177 0.035580 0.024144 \n",
"7 0.002393 0.003589 0.004786 0.009572 0.004786 0.032304 0.026322 \n",
"\n",
" 168 169 170 171 172 173 174 \\\n",
"0 0.004809 0.003848 0.002886 0.000962 0.084647 0.005771 0.003848 \n",
"1 0.011311 0.005655 0.005655 0.001885 0.054669 0.026392 0.003770 \n",
"2 0.012655 0.004218 0.004218 0.002109 0.048510 0.010546 0.010546 \n",
"3 0.008245 0.003298 0.004947 0.001649 0.044523 0.011543 0.003298 \n",
"4 0.012124 0.003031 0.005051 0.004041 0.041422 0.007072 0.003031 \n",
"5 0.004054 0.004054 0.001351 0.002703 0.054060 0.005406 0.002703 \n",
"6 0.003812 0.003812 0.004448 0.003177 0.045746 0.004448 0.002541 \n",
"7 0.002393 0.003589 0.002393 0.001196 0.050251 0.017947 0.005982 \n",
"\n",
" 175 176 177 178 179 180 181 \\\n",
"0 0.011543 0.006733 0.006733 0.012505 0.014428 0.007695 0.006733 \n",
"1 0.015081 0.007541 0.003770 0.007541 0.024507 0.007541 0.016966 \n",
"2 0.012655 0.014764 0.006327 0.006327 0.025310 0.008437 0.010546 \n",
"3 0.009894 0.003298 0.006596 0.008245 0.018139 0.008245 0.011543 \n",
"4 0.007072 0.006062 0.003031 0.005051 0.032329 0.007072 0.006062 \n",
"5 0.001351 0.024327 0.001351 0.002703 0.025678 0.005406 0.006757 \n",
"6 0.005718 0.008895 0.006354 0.005083 0.023508 0.010166 0.005083 \n",
"7 0.007179 0.008375 0.002393 0.005982 0.019143 0.004786 0.009572 \n",
"\n",
" 182 183 184 185 186 187 188 \\\n",
"0 0.012505 0.001924 0.010581 0.001924 0.005771 0.013467 0.003848 \n",
"1 0.024507 0.003770 0.009426 0.005655 0.018851 0.015081 0.001885 \n",
"2 0.025310 0.010546 0.010546 0.006327 0.016873 0.006327 0.002109 \n",
"3 0.031331 0.001649 0.003298 0.011543 0.011543 0.019788 0.006596 \n",
"4 0.029298 0.006062 0.007072 0.009093 0.013134 0.014144 0.003031 \n",
"5 0.020272 0.005406 0.013515 0.009460 0.005406 0.005406 0.008109 \n",
"6 0.026050 0.003812 0.006354 0.006989 0.013978 0.009530 0.005083 \n",
"7 0.023929 0.004786 0.010768 0.002393 0.013161 0.005982 0.008375 \n",
"\n",
" 189 190 191 192 193 194 195 \\\n",
"0 0.003848 0.000962 0.000962 0.031743 0.006733 0.003848 0.000962 \n",
"1 0.001885 0.003770 0.001885 0.011311 0.007541 0.003770 0.001885 \n",
"2 0.010546 0.002109 0.002109 0.018982 0.002109 0.002109 0.002109 \n",
"3 0.004947 0.003298 0.009894 0.011543 0.003298 0.001649 0.004947 \n",
"4 0.002021 0.001010 0.004041 0.013134 0.011113 0.004041 0.003031 \n",
"5 0.009460 0.001351 0.004054 0.021624 0.001351 0.005406 0.004054 \n",
"6 0.001906 0.001271 0.008260 0.013343 0.004448 0.006354 0.001906 \n",
"7 0.007179 0.004786 0.002393 0.010768 0.013161 0.002393 0.003589 \n",
"\n",
" 196 197 198 199 200 201 202 \\\n",
"0 0.024047 0.014428 0.011543 0.012505 0.000962 0.002886 0.001924 \n",
"1 0.007541 0.007541 0.018851 0.011311 0.009426 0.009426 0.003770 \n",
"2 0.002109 0.016873 0.014764 0.006327 0.004218 0.002109 0.002109 \n",
"3 0.009894 0.008245 0.009894 0.004947 0.013192 0.003298 0.001649 \n",
"4 0.003031 0.012124 0.006062 0.011113 0.005051 0.003031 0.001010 \n",
"5 0.002703 0.004054 0.005406 0.005406 0.008109 0.001351 0.002703 \n",
"6 0.001906 0.010166 0.009530 0.007624 0.006989 0.000635 0.003812 \n",
"7 0.003589 0.013161 0.013161 0.014357 0.001196 0.001196 0.004786 \n",
"\n",
" 203 204 205 206 207 208 209 \\\n",
"0 0.002886 0.001924 0.002886 0.000962 0.005771 0.000962 0.003848 \n",
"1 0.003770 0.001885 0.003770 0.005655 0.009426 0.001885 0.003770 \n",
"2 0.002109 0.002109 0.002109 0.002109 0.014764 0.002109 0.006327 \n",
"3 0.004947 0.003298 0.003298 0.001649 0.003298 0.003298 0.006596 \n",
"4 0.001010 0.002021 0.003031 0.001010 0.003031 0.003031 0.001010 \n",
"5 0.002703 0.001351 0.013515 0.004054 0.002703 0.006757 0.002703 \n",
"6 0.001906 0.000635 0.007624 0.005083 0.002541 0.003177 0.004448 \n",
"7 0.003589 0.003589 0.009572 0.001196 0.005982 0.003589 0.004786 \n",
"\n",
" 210 211 212 213 214 215 216 \\\n",
"0 0.013467 0.003848 0.014428 0.012505 0.011543 0.026933 0.048095 \n",
"1 0.009426 0.005655 0.013196 0.003770 0.013196 0.037703 0.028277 \n",
"2 0.014764 0.002109 0.010546 0.006327 0.023201 0.025310 0.021091 \n",
"3 0.004947 0.006596 0.019788 0.006596 0.018139 0.052768 0.028033 \n",
"4 0.019196 0.001010 0.008082 0.002021 0.006062 0.027278 0.023237 \n",
"5 0.013515 0.004054 0.004054 0.002703 0.004054 0.039193 0.025678 \n",
"6 0.012072 0.001271 0.006989 0.003177 0.005083 0.038122 0.023508 \n",
"7 0.009572 0.002393 0.010768 0.004786 0.010768 0.043072 0.038286 \n",
"\n",
" 217 218 219 220 221 222 223 \\\n",
"0 0.000962 0.007695 0.007695 0.061561 0.008657 0.013467 0.007695 \n",
"1 0.003770 0.001885 0.007541 0.082946 0.005655 0.009426 0.003770 \n",
"2 0.002109 0.012655 0.006327 0.040074 0.021091 0.016873 0.010546 \n",
"3 0.006596 0.013192 0.011543 0.056066 0.028033 0.004947 0.004947 \n",
"4 0.001010 0.005051 0.009093 0.040412 0.014144 0.009093 0.007072 \n",
"5 0.004054 0.008109 0.004054 0.064872 0.008109 0.009460 0.008109 \n",
"6 0.004448 0.006989 0.010166 0.047017 0.006989 0.015249 0.006989 \n",
"7 0.007179 0.003589 0.013161 0.055037 0.011964 0.002393 0.005982 \n",
"\n",
" 224 225 226 227 228 229 230 \\\n",
"0 0.005771 0.016352 0.095228 0.000962 0.006733 0.011543 0.011543 \n",
"1 0.003770 0.016966 0.056554 0.003770 0.011311 0.009426 0.009426 \n",
"2 0.006327 0.016873 0.069602 0.004218 0.004218 0.012655 0.012655 \n",
"3 0.001649 0.016490 0.061013 0.001649 0.013192 0.018139 0.008245 \n",
"4 0.003031 0.014144 0.059607 0.002021 0.006062 0.011113 0.016165 \n",
"5 0.001351 0.017569 0.039193 0.002703 0.008109 0.008109 0.010812 \n",
"6 0.003812 0.013978 0.054006 0.004448 0.008260 0.015249 0.015249 \n",
"7 0.003589 0.015554 0.044269 0.001196 0.013161 0.008375 0.014357 \n",
"\n",
" 231 232 233 234 235 236 237 \\\n",
"0 0.013467 0.008657 0.000962 0.001924 0.000962 0.002886 0.014428 \n",
"1 0.018851 0.007541 0.001885 0.003770 0.003770 0.009426 0.005655 \n",
"2 0.021091 0.016873 0.002109 0.004218 0.006327 0.006327 0.002109 \n",
"3 0.026384 0.008245 0.006596 0.004947 0.006596 0.003298 0.003298 \n",
"4 0.022226 0.005051 0.002021 0.001010 0.005051 0.002021 0.012124 \n",
"5 0.021624 0.014866 0.001351 0.002703 0.013515 0.005406 0.005406 \n",
"6 0.014613 0.013978 0.000635 0.003177 0.006354 0.001271 0.006354 \n",
"7 0.009572 0.004786 0.001196 0.001196 0.001196 0.004786 0.007179 \n",
"\n",
" 238 239 240 241 242 243 244 \\\n",
"0 0.007695 0.012505 0.000962 0.086571 0.004809 0.018276 0.003848 \n",
"1 0.009426 0.011311 0.005655 0.056554 0.001885 0.013196 0.005655 \n",
"2 0.006327 0.008437 0.004218 0.052729 0.002109 0.012655 0.008437 \n",
"3 0.006596 0.014841 0.006596 0.080800 0.003298 0.014841 0.006596 \n",
"4 0.004041 0.009093 0.003031 0.061628 0.004041 0.016165 0.002021 \n",
"5 0.012163 0.008109 0.004054 0.068926 0.001351 0.018921 0.001351 \n",
"6 0.003177 0.012707 0.004448 0.059089 0.001271 0.011437 0.000635 \n",
"7 0.003589 0.004786 0.003589 0.045465 0.002393 0.016750 0.001196 \n",
"\n",
" 245 246 247 248 249 250 251 \\\n",
"0 0.041362 0.036552 0.000962 0.011543 0.006733 0.000962 0.015390 \n",
"1 0.022622 0.018851 0.005655 0.009426 0.003770 0.001885 0.009426 \n",
"2 0.014764 0.018982 0.008437 0.006327 0.002109 0.008437 0.006327 \n",
"3 0.028033 0.028033 0.003298 0.006596 0.001649 0.006596 0.003298 \n",
"4 0.021216 0.010103 0.006062 0.009093 0.004041 0.004041 0.009093 \n",
"5 0.029733 0.009460 0.004054 0.001351 0.004054 0.004054 0.002703 \n",
"6 0.024779 0.012707 0.000635 0.004448 0.005083 0.005083 0.006354 \n",
"7 0.019143 0.020340 0.001196 0.025125 0.001196 0.001196 0.004786 \n",
"\n",
" 252 253 254 255 256 257 258 \\\n",
"0 0.009619 0.001924 0.023086 0.004809 0.009619 0.010581 0.002886 \n",
"1 0.001885 0.003770 0.015081 0.001885 0.015081 0.016966 0.007541 \n",
"2 0.002109 0.014764 0.004218 0.002109 0.016873 0.014764 0.004218 \n",
"3 0.003298 0.004947 0.011543 0.003298 0.023086 0.013192 0.004947 \n",
"4 0.002021 0.003031 0.011113 0.004041 0.011113 0.009093 0.007072 \n",
"5 0.004054 0.001351 0.006757 0.008109 0.032436 0.008109 0.001351 \n",
"6 0.002541 0.005718 0.012707 0.003177 0.010166 0.009530 0.002541 \n",
"7 0.008375 0.001196 0.013161 0.008375 0.005982 0.005982 0.010768 \n",
"\n",
" 259 260 261 262 263 264 265 \\\n",
"0 0.001924 0.000962 0.007695 0.002886 0.007695 0.005771 0.008657 \n",
"1 0.001885 0.005655 0.003770 0.015081 0.011311 0.009426 0.005655 \n",
"2 0.004218 0.002109 0.014764 0.008437 0.010546 0.006327 0.002109 \n",
"3 0.003298 0.008245 0.019788 0.003298 0.008245 0.008245 0.001649 \n",
"4 0.001010 0.006062 0.018185 0.004041 0.005051 0.006062 0.004041 \n",
"5 0.001351 0.008109 0.002703 0.002703 0.006757 0.005406 0.006757 \n",
"6 0.005718 0.002541 0.012707 0.004448 0.014613 0.003812 0.005083 \n",
"7 0.005982 0.001196 0.032304 0.002393 0.017947 0.007179 0.001196 \n",
"\n",
" 266 267 268 269 270 271 272 \\\n",
"0 0.001924 0.003848 0.008657 0.002886 0.005771 0.001924 0.070219 \n",
"1 0.007541 0.009426 0.015081 0.003770 0.011311 0.005655 0.073520 \n",
"2 0.004218 0.023201 0.008437 0.010546 0.004218 0.004218 0.054838 \n",
"3 0.003298 0.008245 0.008245 0.004947 0.004947 0.003298 0.052768 \n",
"4 0.005051 0.002021 0.005051 0.005051 0.008082 0.001010 0.063648 \n",
"5 0.004054 0.005406 0.013515 0.004054 0.006757 0.005406 0.067575 \n",
"6 0.003812 0.004448 0.008895 0.003177 0.003812 0.001271 0.061630 \n",
"7 0.004786 0.007179 0.001196 0.010768 0.008375 0.001196 0.049054 \n",
"\n",
" 273 274 275 276 \n",
"0 0.024047 0.000962 0.002886 0.001924 \n",
"1 0.015081 0.001885 0.005655 0.003770 \n",
"2 0.012655 0.002109 0.006327 0.004218 \n",
"3 0.016490 0.003298 0.004947 0.003298 \n",
"4 0.010103 0.001010 0.005051 0.004041 \n",
"5 0.004054 0.001351 0.004054 0.001351 \n",
"6 0.002541 0.000635 0.003177 0.001271 \n",
"7 0.001196 0.001196 0.002393 0.001196 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "e349f960-4a18-4237-b780-98a912fbfb16",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(8, 277)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "f8a5160b-d739-40a7-80e8-f6672d1ed129",
"metadata": {},
"outputs": [],
"source": [
"# we need labels for columns and rows\n",
"\n",
"wordnames = vectorizer.get_feature_names_out() # columns\n",
"titles = ['ch1', 'ch2', 'ch3', 'ch4', 'ch5', 'ch6', 'ch7', 'ch8'] # rows\n",
"\n",
"df = pd.DataFrame(text_frequencies, columns = wordnames, index = titles)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "43b51e60-ad52-41b1-97a7-c5a98403f937",
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
" <th>(</th>\n",
" <th>)</th>\n",
" <th>,</th>\n",
" <th>.</th>\n",
" <th>1</th>\n",
" <th>10</th>\n",
" <th>2</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>;</th>\n",
" <th>&lt;caes</th>\n",
" <th>&lt;caes.</th>\n",
" <th>&gt;</th>\n",
" <th>Caesar</th>\n",
" <th>Caesare</th>\n",
" <th>Caesarem</th>\n",
" <th>Caesaris</th>\n",
" <th>Cum</th>\n",
" <th>Eodem</th>\n",
" <th>Galli</th>\n",
" <th>Gallia</th>\n",
" <th>Galliae</th>\n",
" <th>Galliam</th>\n",
" <th>Gallis</th>\n",
" <th>Gallorum</th>\n",
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" <th>His</th>\n",
" <th>Hoc</th>\n",
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" <th>Romanos</th>\n",
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" <th>a</th>\n",
" <th>ab</th>\n",
" <th>ac</th>\n",
" <th>ad</th>\n",
" <th>adventu</th>\n",
" <th>amplius</th>\n",
" <th>ante</th>\n",
" <th>apud</th>\n",
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" <th>armis</th>\n",
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" <th>auxilium</th>\n",
" <th>belli</th>\n",
" <th>bello</th>\n",
" <th>bellum</th>\n",
" <th>castra</th>\n",
" <th>castris</th>\n",
" <th>causa</th>\n",
" <th>celeriter</th>\n",
" <th>certior</th>\n",
" <th>circiter</th>\n",
" <th>civitates</th>\n",
" <th>civitatibus</th>\n",
" <th>civitatis</th>\n",
" <th>concilio</th>\n",
" <th>consilio</th>\n",
" <th>consilium</th>\n",
" <th>constituit</th>\n",
" <th>consuetudine</th>\n",
" <th>contendit</th>\n",
" <th>contra</th>\n",
" <th>copias</th>\n",
" <th>copiis</th>\n",
" <th>cum</th>\n",
" <th>de</th>\n",
" <th>die</th>\n",
" <th>duas</th>\n",
" <th>ea</th>\n",
" <th>eadem</th>\n",
" <th>eam</th>\n",
" <th>ei</th>\n",
" <th>eius</th>\n",
" <th>enim</th>\n",
" <th>eo</th>\n",
" <th>eorum</th>\n",
" <th>eos</th>\n",
" <th>equitatu</th>\n",
" <th>equites</th>\n",
" <th>equitum</th>\n",
" <th>erant</th>\n",
" <th>erat</th>\n",
" <th>esse</th>\n",
" <th>essent</th>\n",
" <th>esset</th>\n",
" <th>est</th>\n",
" <th>et</th>\n",
" <th>etiam</th>\n",
" <th>eum</th>\n",
" <th>ex</th>\n",
" <th>exercitu</th>\n",
" <th>exercitum</th>\n",
" <th>exercitus</th>\n",
" <th>facere</th>\n",
" <th>faciunt</th>\n",
" <th>facto</th>\n",
" <th>fere</th>\n",
" <th>fines</th>\n",
" <th>finibus</th>\n",
" <th>flumen</th>\n",
" <th>fuga</th>\n",
" <th>fugam</th>\n",
" <th>fuit</th>\n",
" <th>gal.</th>\n",
" <th>habebat</th>\n",
" <th>habere</th>\n",
" <th>hiberna</th>\n",
" <th>his</th>\n",
" <th>hoc</th>\n",
" <th>homines</th>\n",
" <th>hominum</th>\n",
" <th>hostes</th>\n",
" <th>hostibus</th>\n",
" <th>hostium</th>\n",
" <th>iam</th>\n",
" <th>ibi</th>\n",
" <th>id</th>\n",
" <th>impedimenta</th>\n",
" <th>impetum</th>\n",
" <th>in</th>\n",
" <th>inde</th>\n",
" <th>inter</th>\n",
" <th>ipse</th>\n",
" <th>ipsi</th>\n",
" <th>ita</th>\n",
" <th>itinere</th>\n",
" <th>iubet</th>\n",
" <th>legatos</th>\n",
" <th>legione</th>\n",
" <th>legionibus</th>\n",
" <th>legionis</th>\n",
" <th>loci</th>\n",
" <th>locis</th>\n",
" <th>loco</th>\n",
" <th>locum</th>\n",
" <th>longe</th>\n",
" <th>longius</th>\n",
" <th>magis</th>\n",
" <th>magna</th>\n",
" <th>magnam</th>\n",
" <th>magno</th>\n",
" <th>maxime</th>\n",
" <th>milibus</th>\n",
" <th>milites</th>\n",
" <th>militibus</th>\n",
" <th>militum</th>\n",
" <th>minus</th>\n",
" <th>mittit</th>\n",
" <th>modo</th>\n",
" <th>multitudine</th>\n",
" <th>multitudinem</th>\n",
" <th>multitudo</th>\n",
" <th>natura</th>\n",
" <th>ne</th>\n",
" <th>neque</th>\n",
" <th>nihil</th>\n",
" <th>nisi</th>\n",
" <th>nocte</th>\n",
" <th>noctu</th>\n",
" <th>non</th>\n",
" <th>nostri</th>\n",
" <th>nostrorum</th>\n",
" <th>nostros</th>\n",
" <th>numero</th>\n",