examples/automatic_domains_clustering.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "# load the needed extension for the %%R cell magic\n",
    "%load_ext rpy2.ipython"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "The rpy2.ipython extension is already loaded. To reload it, use:\n",
      "  %reload_ext rpy2.ipython\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "import os\n",
    "os.chdir('..')  # navigate to the root\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "pwd"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'/home/maksym/interlingua'"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "from xsim.util.util_data import pickle_load_from_file"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "import pandas as pd"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "savedir = \"assets/multidomain/\""
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "sns.set_style('ticks')\n",
    "sns.set_context(\"paper\", font_scale = 3)\n",
    "\n",
    "palette = [\"#7268D8\", \"#E0B12B\", \"#EF6650\", \"#4DB6AC\", \"#3185FF\", \"#3195FF\"]\n",
    "sns.set_palette(palette)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Per-layer Clustering Purity"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "from collections import defaultdict\n",
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "import scipy.stats as ss\n",
    "\n",
    "from xsim.util.util_data import pickle_load_from_file"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "source": [
    "def cramers_corrected_stat(confusion_matrix):\n",
    "    \"\"\" calculate Cramers V statistic for categorial-categorial association.\n",
    "        uses correction from Bergsma and Wicher, \n",
    "        Journal of the Korean Statistical Society 42 (2013): 323-328\n",
    "    \"\"\"\n",
    "    chi2 = ss.chi2_contingency(confusion_matrix)[0]\n",
    "    n = confusion_matrix.sum().sum()\n",
    "    phi2 = chi2/n\n",
    "    r,k = confusion_matrix.shape\n",
    "    phi2corr = max(0, phi2 - ((k-1)*(r-1))/(n-1))    \n",
    "    rcorr = r - ((r-1)**2)/(n-1)\n",
    "    kcorr = k - ((k-1)**2)/(n-1)\n",
    "    return np.sqrt(phi2corr / min( (kcorr-1), (rcorr-1)))"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "source": [
    "def cluster_purity_confmatrix(confusion_matrix):\n",
    "    r = []\n",
    "    for row_num in confusion_matrix:\n",
    "        r.append(conf_matrix[row_num].max())\n",
    "    return sum(r) / confusion_matrix.sum().sum()\n",
    "    "
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "source": [
    "def prepare_reps(hiddens_dict):\n",
    "    all_reps_prepared = defaultdict(lambda: list())\n",
    "    all_labels = defaultdict(lambda: list())\n",
    "    \n",
    "    for dn, reps_all_layers in hiddens_dict.items():\n",
    "        for layer_num, reps_layer in enumerate(reps_all_layers):\n",
    "            all_reps_prepared[layer_num].extend(reps_layer)\n",
    "            all_labels[layer_num].extend([dn] * len(reps_layer))\n",
    "    \n",
    "    for k, v in all_reps_prepared.items():\n",
    "        all_reps_prepared[k] = np.array(v)\n",
    "    \n",
    "    for k, v in all_labels.items():\n",
    "        all_labels[k] = np.array(v)\n",
    "    \n",
    "    return all_reps_prepared, all_labels"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "source": [
    "domain_names = ['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis']"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# EN-ET"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "BERT"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "source": [
    "bdir = \"experiments/multidomain/four-domains-en_et/bert-base-cased/sentence_embeddings\"\n",
    "\n",
    "hiddens = {}\n",
    "for dn in domain_names:\n",
    "    fp = f\"{bdir}/sentemb-mean-{dn}.pkl\"\n",
    "    hiddens[dn] = pickle_load_from_file(fp)\n",
    "    \n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Loading from experiments/multidomain/four-domains-en_et/bert-base-cased/sentence_embeddings/sentemb-mean-Europarl.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/bert-base-cased/sentence_embeddings/sentemb-mean-OpenSubtitles.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/bert-base-cased/sentence_embeddings/sentemb-mean-EMEA.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/bert-base-cased/sentence_embeddings/sentemb-mean-JRC-Acquis.pkl\n",
      "Loaded\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "source": [
    "%%time\n",
    "\n",
    "DOMAIN_NAMES = [\"Europarl\", \"OpenSubtitles\", \"JRC-Acquis\", \"EMEA\"]\n",
    "NUM_LAYERS = 13\n",
    "\n",
    "\n",
    "corr_ks = []\n",
    "\n",
    "hiddens_reps, hiddens_labels = prepare_reps(hiddens)\n",
    "\n",
    "\n",
    "for l in range(NUM_LAYERS):\n",
    "\n",
    "    indices = np.arange(hiddens_reps[l].shape[0])\n",
    "    np.random.shuffle(indices)\n",
    "\n",
    "    hiddens_shuff = hiddens_reps[l][indices]\n",
    "    labels_shuff = hiddens_labels[l][indices]\n",
    "\n",
    "    kmeans = KMeans(n_clusters=4, random_state=0, n_init=10).fit(hiddens_shuff)\n",
    "\n",
    "    conf_matrix = pd.crosstab(labels_shuff, kmeans.labels_)\n",
    "    corr_k = cramers_corrected_stat(conf_matrix)\n",
    "    purity = cluster_purity_confmatrix(conf_matrix)\n",
    "    corr_ks.append(purity)\n",
    "\n",
    "    print(f\"Layer {l} corr: {corr_k}\")\n",
    "    print(\"Purity: \", purity)\n",
    "    #print(conf_matrix)\n",
    "    \n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Layer 0 corr: 0.392730769066257\n",
      "Purity:  0.4807564145284905\n",
      "Layer 1 corr: 0.44904110395386093\n",
      "Purity:  0.4942519160279907\n",
      "Layer 2 corr: 0.6092867889491713\n",
      "Purity:  0.6424525158280573\n",
      "Layer 3 corr: 0.6126128122359711\n",
      "Purity:  0.6452015994668444\n",
      "Layer 4 corr: 0.6112400349014909\n",
      "Purity:  0.6443685438187271\n",
      "Layer 5 corr: 0.6201037453099951\n",
      "Purity:  0.6494501832722426\n",
      "Layer 6 corr: 0.5474849085684266\n",
      "Purity:  0.5563145618127291\n",
      "Layer 7 corr: 0.5361694721930126\n",
      "Purity:  0.543402199266911\n",
      "Layer 8 corr: 0.5533747438896676\n",
      "Purity:  0.5608963678773742\n",
      "Layer 9 corr: 0.561762938317396\n",
      "Purity:  0.5684771742752416\n",
      "Layer 10 corr: 0.6627539441670462\n",
      "Purity:  0.6787737420859713\n",
      "Layer 11 corr: 0.706644235573702\n",
      "Purity:  0.6966844385204932\n",
      "Layer 12 corr: 0.6549439806059622\n",
      "Purity:  0.665361546151283\n",
      "CPU times: user 7min 13s, sys: 3min 55s, total: 11min 9s\n",
      "Wall time: 35.9 s\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "source": [
    "df_corr_ks_bert_en = pd.DataFrame.from_dict({\"Layer\": range(NUM_LAYERS), \"Score\": corr_ks})"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "XLM-R"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "source": [
    "bdir = \"experiments/multidomain/four-domains-en_et/xlm-roberta-base/sentence_embeddings\"\n",
    "\n",
    "hiddens = {}\n",
    "for dn in domain_names:\n",
    "    fp = f\"{bdir}/sentemb-mean-{dn}.pkl\"\n",
    "    hiddens[dn] = pickle_load_from_file(fp)\n",
    "    \n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Loading from experiments/multidomain/four-domains-en_et/xlm-roberta-base/sentence_embeddings/sentemb-mean-Europarl.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/xlm-roberta-base/sentence_embeddings/sentemb-mean-OpenSubtitles.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/xlm-roberta-base/sentence_embeddings/sentemb-mean-EMEA.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/xlm-roberta-base/sentence_embeddings/sentemb-mean-JRC-Acquis.pkl\n",
      "Loaded\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "source": [
    "%%time\n",
    "\n",
    "DOMAIN_NAMES = [\"Europarl\", \"OpenSubtitles\", \"JRC-Acquis\", \"EMEA\"]\n",
    "NUM_LAYERS = 13\n",
    "\n",
    "\n",
    "corr_ks = []\n",
    "\n",
    "hiddens_reps, hiddens_labels = prepare_reps(hiddens)\n",
    "\n",
    "\n",
    "for l in range(NUM_LAYERS):\n",
    "\n",
    "    indices = np.arange(hiddens_reps[l].shape[0])\n",
    "    np.random.shuffle(indices)\n",
    "\n",
    "    hiddens_shuff = hiddens_reps[l][indices]\n",
    "    labels_shuff = hiddens_labels[l][indices]\n",
    "\n",
    "    kmeans = KMeans(n_clusters=4, random_state=0, n_init=10).fit(hiddens_shuff)\n",
    "\n",
    "    conf_matrix = pd.crosstab(labels_shuff, kmeans.labels_)\n",
    "    corr_k = cramers_corrected_stat(conf_matrix)\n",
    "    purity = cluster_purity_confmatrix(conf_matrix)\n",
    "    corr_ks.append(purity)\n",
    "\n",
    "    print(f\"Layer {l} corr: {corr_k}\")\n",
    "    print(\"Purity: \", purity)\n",
    "    #print(conf_matrix)\n",
    "    \n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Layer 0 corr: 0.38102690962375485\n",
      "Purity:  0.4764245251582806\n",
      "Layer 1 corr: 0.3617083081630277\n",
      "Purity:  0.44560146617794066\n",
      "Layer 2 corr: 0.37365730443999035\n",
      "Purity:  0.4592635788070643\n",
      "Layer 3 corr: 0.3758594046310442\n",
      "Purity:  0.45626457847384205\n",
      "Layer 4 corr: 0.38452287275052716\n",
      "Purity:  0.46717760746417863\n",
      "Layer 5 corr: 0.3832042524409476\n",
      "Purity:  0.46984338553815397\n",
      "Layer 6 corr: 0.3776695385644564\n",
      "Purity:  0.4643452182605798\n",
      "Layer 7 corr: 0.48866577933816757\n",
      "Purity:  0.5405698100633123\n",
      "Layer 8 corr: 0.4988736432461752\n",
      "Purity:  0.5442352549150283\n",
      "Layer 9 corr: 0.4773097685414721\n",
      "Purity:  0.5356547817394202\n",
      "Layer 10 corr: 0.3586753940298106\n",
      "Purity:  0.43960346551149615\n",
      "Layer 11 corr: 0.359813724434407\n",
      "Purity:  0.44535154948350547\n",
      "Layer 12 corr: 0.36382857417572406\n",
      "Purity:  0.4580973008997001\n",
      "CPU times: user 8min 7s, sys: 4min 11s, total: 12min 18s\n",
      "Wall time: 39.4 s\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "source": [
    "df_corr_ks_bert = pd.DataFrame.from_dict({\"Layer\": range(NUM_LAYERS), \"Score\": corr_ks})"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "source": [
    "df_corr_ks_bert_en['Model'] = [\"English BERT Base\" for i in range(len(df_corr_ks_bert_en))]\n",
    "df_corr_ks_bert['Model'] = [\"XLM-R Base\" for i in range(len(df_corr_ks_bert))]\n",
    "df_corr_ks_bert_all = pd.concat([df_corr_ks_bert, df_corr_ks_bert_en], ignore_index=True)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "sns.lineplot(ax=ax, data=df_corr_ks_bert_all, x=\"Layer\", y=\"Score\", hue=\"Model\", style=\"Model\", \n",
    "            markers=True, dashes=True, lw=3, markersize=14)\n",
    "\n",
    "ax.set(xlabel='Layer', ylabel='Clustering Purity' )\n",
    "ax.set(xticks=df_corr_ks_bert_all.Layer.values)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "lgnd  = ax.legend(fontsize=18,\n",
    "            ncol=2, loc=9)\n",
    "lgnd.legendHandles[0]._legmarker.set_markersize(15)\n",
    "lgnd.legendHandles[1]._legmarker.set_markersize(15)\n",
    "lgnd.legendHandles[0].set_linewidth(3)\n",
    "lgnd.legendHandles[1].set_linewidth(3)\n",
    "\n",
    "plt.ylim(0, 1)\n",
    "sns.despine(right = True)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "source": [
    "fig.savefig(f\"{savedir}/clust_purity-layers-en_et-bert.pdf\", bbox_inches='tight')"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## NMT "
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "chkp 60"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "source": [
    "bdir = \"experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings\"\n",
    "\n",
    "hiddens = {}\n",
    "for dn in domain_names:\n",
    "    fp = f\"{bdir}/sentemb-mean-{dn}.pkl\"\n",
    "    hiddens[dn] = pickle_load_from_file(fp)\n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings/sentemb-mean-Europarl.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings/sentemb-mean-OpenSubtitles.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings/sentemb-mean-EMEA.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings/sentemb-mean-JRC-Acquis.pkl\n",
      "Loaded\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "source": [
    "%%time\n",
    "\n",
    "DOMAIN_NAMES = [\"Europarl\", \"OpenSubtitles\", \"JRC-Acquis\", \"EMEA\"]\n",
    "NUM_LAYERS = 13\n",
    "\n",
    "\n",
    "corr_ks = []\n",
    "\n",
    "hiddens_reps, hiddens_labels = prepare_reps(hiddens)\n",
    "\n",
    "\n",
    "for l in range(NUM_LAYERS):\n",
    "\n",
    "    indices = np.arange(hiddens_reps[l].shape[0])\n",
    "    np.random.shuffle(indices)\n",
    "\n",
    "    hiddens_shuff = hiddens_reps[l][indices]\n",
    "    labels_shuff = hiddens_labels[l][indices]\n",
    "\n",
    "    kmeans = KMeans(n_clusters=4, random_state=0, n_init=10).fit(hiddens_shuff)\n",
    "\n",
    "    conf_matrix = pd.crosstab(labels_shuff, kmeans.labels_)\n",
    "    corr_k = cramers_corrected_stat(conf_matrix)\n",
    "    purity = cluster_purity_confmatrix(conf_matrix)\n",
    "    corr_ks.append(purity)\n",
    "\n",
    "    print(f\"Layer {l} corr: {corr_k}\")\n",
    "    print(\"Purity: \", purity)\n",
    "    #print(conf_matrix)\n",
    "    \n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Layer 0 corr: 0.4710914999380308\n",
      "Purity:  0.48975341552815727\n",
      "Layer 1 corr: 0.5996320000398796\n",
      "Purity:  0.6259580139953349\n",
      "Layer 2 corr: 0.7440972350310012\n",
      "Purity:  0.7957347550816395\n",
      "Layer 3 corr: 0.76337833222007\n",
      "Purity:  0.8095634788403865\n",
      "Layer 4 corr: 0.7411966577954152\n",
      "Purity:  0.7964845051649451\n",
      "Layer 5 corr: 0.6174078202745019\n",
      "Purity:  0.6142952349216928\n",
      "Layer 6 corr: 0.578700215347345\n",
      "Purity:  0.6430356547817394\n",
      "Layer 7 corr: 0.24144286224096861\n",
      "Purity:  0.37320893035654784\n",
      "Layer 8 corr: 0.3413460286912535\n",
      "Purity:  0.43210596467844054\n",
      "Layer 9 corr: 0.34298368158112114\n",
      "Purity:  0.43577140953015664\n",
      "Layer 10 corr: 0.3664342944030517\n",
      "Purity:  0.44401866044651783\n",
      "Layer 11 corr: 0.3655495908904168\n",
      "Purity:  0.4374375208263912\n",
      "Layer 12 corr: 0.449490602054893\n",
      "Purity:  0.5082472509163612\n",
      "CPU times: user 6min 42s, sys: 3min 4s, total: 9min 47s\n",
      "Wall time: 31.9 s\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "source": [
    "df_corr_ks_nmt_60 = pd.DataFrame.from_dict({\"Layer\": range(NUM_LAYERS), \"Score\": corr_ks})"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "chckp 1"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "source": [
    "bdir = \"experiments/multidomain/four-domains-en_et/nmt-model-chkp1/sentence_embeddings\"\n",
    "\n",
    "hiddens = {}\n",
    "for dn in domain_names:\n",
    "    fp = f\"{bdir}/sentemb-mean-{dn}.pkl\"\n",
    "    hiddens[dn] = pickle_load_from_file(fp)\n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model-chkp1/sentence_embeddings/sentemb-mean-Europarl.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model-chkp1/sentence_embeddings/sentemb-mean-OpenSubtitles.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model-chkp1/sentence_embeddings/sentemb-mean-EMEA.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model-chkp1/sentence_embeddings/sentemb-mean-JRC-Acquis.pkl\n",
      "Loaded\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "source": [
    "%%time\n",
    "\n",
    "DOMAIN_NAMES = [\"Europarl\", \"OpenSubtitles\", \"JRC-Acquis\", \"EMEA\"]\n",
    "NUM_LAYERS = 13\n",
    "\n",
    "\n",
    "corr_ks = []\n",
    "\n",
    "hiddens_reps, hiddens_labels = prepare_reps(hiddens)\n",
    "\n",
    "\n",
    "for l in range(NUM_LAYERS):\n",
    "\n",
    "    indices = np.arange(hiddens_reps[l].shape[0])\n",
    "    np.random.shuffle(indices)\n",
    "\n",
    "    hiddens_shuff = hiddens_reps[l][indices]\n",
    "    labels_shuff = hiddens_labels[l][indices]\n",
    "\n",
    "    kmeans = KMeans(n_clusters=4, random_state=0, n_init=10).fit(hiddens_shuff)\n",
    "\n",
    "    conf_matrix = pd.crosstab(labels_shuff, kmeans.labels_)\n",
    "    corr_k = cramers_corrected_stat(conf_matrix)\n",
    "    purity = cluster_purity_confmatrix(conf_matrix)\n",
    "    corr_ks.append(purity)\n",
    "\n",
    "    print(f\"Layer {l} corr: {corr_k}\")\n",
    "    print(\"Purity: \", purity)\n",
    "    #print(conf_matrix)\n",
    "    \n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Layer 0 corr: 0.19825138512945278\n",
      "Purity:  0.34638453848717093\n",
      "Layer 1 corr: 0.835150579070241\n",
      "Purity:  0.8739586804398534\n",
      "Layer 2 corr: 0.8580424127074515\n",
      "Purity:  0.8910363212262579\n",
      "Layer 3 corr: 0.8579185086642296\n",
      "Purity:  0.8903698767077641\n",
      "Layer 4 corr: 0.8679819375779584\n",
      "Purity:  0.8985338220593135\n",
      "Layer 5 corr: 0.8684858863743865\n",
      "Purity:  0.8992835721426191\n",
      "Layer 6 corr: 0.8823695099658075\n",
      "Purity:  0.9106131289570143\n",
      "Layer 7 corr: 0.201892671839616\n",
      "Purity:  0.3520493168943685\n",
      "Layer 8 corr: 0.322930291829336\n",
      "Purity:  0.42827390869710097\n",
      "Layer 9 corr: 0.3185901054487144\n",
      "Purity:  0.42819060313228924\n",
      "Layer 10 corr: 0.3497039872316098\n",
      "Purity:  0.44826724425191605\n",
      "Layer 11 corr: 0.37684134981909456\n",
      "Purity:  0.47150949683438853\n",
      "Layer 12 corr: 0.6334751868338613\n",
      "Purity:  0.6351216261246251\n",
      "CPU times: user 6min 49s, sys: 3min 9s, total: 9min 59s\n",
      "Wall time: 32.6 s\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "source": [
    "df_corr_ks_nmt_1 = pd.DataFrame.from_dict({\"Layer\": range(NUM_LAYERS), \"Score\": corr_ks})"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "source": [
    "df_corr_ks_nmt_60['Model'] = [\"NMT Checkpoint 60\" for i in range(len(df_corr_ks_nmt_60))]\n",
    "df_corr_ks_nmt_1['Model'] = [\"NMT Checkpoint 1\" for i in range(len(df_corr_ks_nmt_1))]\n",
    "df_corr_ks_nmt = pd.concat([df_corr_ks_nmt_60, df_corr_ks_nmt_1], ignore_index=True)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "source": [
    "fig, ax = plt.subplots(figsize=(10.5, 5))\n",
    "sns.lineplot(ax=ax, data=pd.concat([df_corr_ks_nmt, df_corr_ks_bert], ignore_index=True), x=\"Layer\", y=\"Score\", hue=\"Model\", style=\"Model\", \n",
    "            markers=True, dashes=True, lw=5, markersize=20)\n",
    "\n",
    "ax.set(xlabel='Layer', ylabel='Clustering Purity' )\n",
    "ax.set(xticks=df_corr_ks_nmt.Layer.values)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "\n",
    "# lgnd = ax.legend(loc='upper center', bbox_to_anchor=(0.5, 1.20),\n",
    "#           ncol=3, fontsize=18, columnspacing=0.8, handletextpad=0.3)\n",
    "\n",
    "lgnd = ax.legend(fontsize=19, loc='upper right')\n",
    "\n",
    "for lh in lgnd.legendHandles:\n",
    "    lh._legmarker.set_markersize(20)\n",
    "    lh.set_linewidth(5)\n",
    "\n",
    "plt.ylim(0.2, 1)\n",
    "sns.despine(right = True)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 756x360 with 1 Axes>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "source": [
    "fig.savefig(f\"{savedir}/clust_purity-layers-en_et-all.pdf\", bbox_inches='tight')"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# DE-EN"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## BERTs"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "mono"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "bdir = \"experiments/multidomain/four-domains-de_en/bert-base-german-cased/sentence_embeddings\"\n",
    "\n",
    "hiddens = {}\n",
    "for dn in domain_names:\n",
    "    fp = f\"{bdir}/sentemb-mean-{dn}.pkl\"\n",
    "    hiddens[dn] = pickle_load_from_file(fp)\n",
    "    \n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Loading from experiments/multidomain/four-domains-de_en/bert-base-german-cased/sentence_embeddings/sentemb-mean-Europarl.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-de_en/bert-base-german-cased/sentence_embeddings/sentemb-mean-OpenSubtitles.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-de_en/bert-base-german-cased/sentence_embeddings/sentemb-mean-EMEA.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-de_en/bert-base-german-cased/sentence_embeddings/sentemb-mean-JRC-Acquis.pkl\n",
      "Loaded\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "%%time\n",
    "\n",
    "DOMAIN_NAMES = [\"Europarl\", \"OpenSubtitles\", \"JRC-Acquis\", \"EMEA\"]\n",
    "NUM_LAYERS = 13\n",
    "\n",
    "\n",
    "corr_ks = []\n",
    "\n",
    "hiddens_reps, hiddens_labels = prepare_reps(hiddens)\n",
    "\n",
    "\n",
    "for l in range(NUM_LAYERS):\n",
    "\n",
    "    indices = np.arange(hiddens_reps[l].shape[0])\n",
    "    np.random.shuffle(indices)\n",
    "\n",
    "    hiddens_shuff = hiddens_reps[l][indices]\n",
    "    labels_shuff = hiddens_labels[l][indices]\n",
    "\n",
    "    kmeans = KMeans(n_clusters=4, random_state=0, n_init=10).fit(hiddens_shuff)\n",
    "\n",
    "    conf_matrix = pd.crosstab(labels_shuff, kmeans.labels_)\n",
    "    corr_k = cramers_corrected_stat(conf_matrix)\n",
    "    purity = cluster_purity_confmatrix(conf_matrix)\n",
    "    corr_ks.append(purity)\n",
    "\n",
    "    print(f\"Layer {l} corr: {corr_k}\")\n",
    "    print(\"Purity: \", purity)\n",
    "    #print(conf_matrix)\n",
    "    \n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Layer 0 corr: 0.4102140668360326\n",
      "Purity:  0.4396867710763079\n",
      "Layer 1 corr: 0.6385474741849089\n",
      "Purity:  0.6673608797067644\n",
      "Layer 2 corr: 0.642759586749648\n",
      "Purity:  0.6667777407530823\n",
      "Layer 3 corr: 0.6570917721653742\n",
      "Purity:  0.6724425191602799\n",
      "Layer 4 corr: 0.6727169829493602\n",
      "Purity:  0.6830223258913696\n",
      "Layer 5 corr: 0.6878590294358944\n",
      "Purity:  0.6912695768077307\n",
      "Layer 6 corr: 0.6991189274824208\n",
      "Purity:  0.6966011329556815\n",
      "Layer 7 corr: 0.7043218598470282\n",
      "Purity:  0.699516827724092\n",
      "Layer 8 corr: 0.6577697517104534\n",
      "Purity:  0.6586971009663446\n",
      "Layer 9 corr: 0.6739979243392286\n",
      "Purity:  0.6839386871042986\n",
      "Layer 10 corr: 0.6701225998888072\n",
      "Purity:  0.6934355214928357\n",
      "Layer 11 corr: 0.7130018910476276\n",
      "Purity:  0.7086804398533822\n",
      "Layer 12 corr: 0.7260781646556752\n",
      "Purity:  0.7180939686771076\n",
      "CPU times: user 7min 41s, sys: 4min 20s, total: 12min 1s\n",
      "Wall time: 38.7 s\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "df_corr_ks_bert_de = pd.DataFrame.from_dict({\"Layer\": range(NUM_LAYERS), \"Score\": corr_ks})"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "xlmr"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "bdir = \"experiments/multidomain/four-domains-de_en/xlm-roberta-base/sentence_embeddings\"\n",
    "\n",
    "hiddens = {}\n",
    "for dn in domain_names:\n",
    "    fp = f\"{bdir}/sentemb-mean-{dn}.pkl\"\n",
    "    hiddens[dn] = pickle_load_from_file(fp)\n",
    "    \n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Loading from experiments/multidomain/four-domains-de_en/xlm-roberta-base/sentence_embeddings/sentemb-mean-Europarl.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-de_en/xlm-roberta-base/sentence_embeddings/sentemb-mean-OpenSubtitles.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-de_en/xlm-roberta-base/sentence_embeddings/sentemb-mean-EMEA.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-de_en/xlm-roberta-base/sentence_embeddings/sentemb-mean-JRC-Acquis.pkl\n",
      "Loaded\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "%%time\n",
    "\n",
    "DOMAIN_NAMES = [\"Europarl\", \"OpenSubtitles\", \"JRC-Acquis\", \"EMEA\"]\n",
    "NUM_LAYERS = 13\n",
    "\n",
    "\n",
    "corr_ks = []\n",
    "\n",
    "hiddens_reps, hiddens_labels = prepare_reps(hiddens)\n",
    "\n",
    "\n",
    "for l in range(NUM_LAYERS):\n",
    "\n",
    "    indices = np.arange(hiddens_reps[l].shape[0])\n",
    "    np.random.shuffle(indices)\n",
    "\n",
    "    hiddens_shuff = hiddens_reps[l][indices]\n",
    "    labels_shuff = hiddens_labels[l][indices]\n",
    "\n",
    "    kmeans = KMeans(n_clusters=4, random_state=0, n_init=10).fit(hiddens_shuff)\n",
    "\n",
    "    conf_matrix = pd.crosstab(labels_shuff, kmeans.labels_)\n",
    "    corr_k = cramers_corrected_stat(conf_matrix)\n",
    "    purity = cluster_purity_confmatrix(conf_matrix)\n",
    "    corr_ks.append(purity)\n",
    "\n",
    "    print(f\"Layer {l} corr: {corr_k}\")\n",
    "    print(\"Purity: \", purity)\n",
    "    #print(conf_matrix)\n",
    "    \n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Layer 0 corr: 0.46064575888750814\n",
      "Purity:  0.5209096967677441\n",
      "Layer 1 corr: 0.40826785196457493\n",
      "Purity:  0.4748417194268577\n",
      "Layer 2 corr: 0.4163469123960701\n",
      "Purity:  0.4750916361212929\n",
      "Layer 3 corr: 0.4050416546945054\n",
      "Purity:  0.475674775074975\n",
      "Layer 4 corr: 0.4199930811689781\n",
      "Purity:  0.4786737754081973\n",
      "Layer 5 corr: 0.41708698911166625\n",
      "Purity:  0.4810063312229257\n",
      "Layer 6 corr: 0.4256918829179741\n",
      "Purity:  0.47692435854715093\n",
      "Layer 7 corr: 0.48282051541247983\n",
      "Purity:  0.4955014995001666\n",
      "Layer 8 corr: 0.48462785006018955\n",
      "Purity:  0.4979173608797068\n",
      "Layer 9 corr: 0.5381585416122212\n",
      "Purity:  0.5917194268577141\n",
      "Layer 10 corr: 0.4055069777758234\n",
      "Purity:  0.4677607464178607\n",
      "Layer 11 corr: 0.4108360463406002\n",
      "Purity:  0.4761746084638454\n",
      "Layer 12 corr: 0.40418187125633387\n",
      "Purity:  0.45959680106631123\n",
      "CPU times: user 8min 10s, sys: 3min 54s, total: 12min 4s\n",
      "Wall time: 38.8 s\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "df_corr_ks_xlmr = pd.DataFrame.from_dict({\"Layer\": range(NUM_LAYERS), \"Score\": corr_ks})"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "df_corr_ks_bert_de['Model'] = [\"German BERT Base\" for i in range(len(df_corr_ks_bert_de))]\n",
    "df_corr_ks_xlmr['Model'] = [\"XLM-R Base\" for i in range(len(df_corr_ks_xlmr))]\n",
    "df_corr_ks_bert_all = pd.concat([df_corr_ks_bert_de, df_corr_ks_xlmr], ignore_index=True)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "sns.lineplot(ax=ax, data=df_corr_ks_bert_all, x=\"Layer\", y=\"Score\", hue=\"Model\", style=\"Model\", \n",
    "            markers=True, dashes=True, lw=3, markersize=14)\n",
    "\n",
    "ax.set(xlabel='Layer', ylabel='Clustering Purity' )\n",
    "ax.set(xticks=df_corr_ks_bert_all.Layer.values)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "lgnd  = ax.legend(fontsize=18,\n",
    "            ncol=2, loc=9)\n",
    "lgnd.legendHandles[0]._legmarker.set_markersize(15)\n",
    "lgnd.legendHandles[1]._legmarker.set_markersize(15)\n",
    "lgnd.legendHandles[0].set_linewidth(3)\n",
    "lgnd.legendHandles[1].set_linewidth(3)\n",
    "\n",
    "plt.ylim(0, 1)\n",
    "sns.despine(right = True)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "fig.savefig(f\"{savedir}/clust_purity-layers-de_en-bert.pdf\", bbox_inches='tight')"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Confusion Tables & Clustering Purity"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "source": [
    "import itertools\n",
    "domain_names = [\"Europarl\", \"OpenSubtitles\", \"EMEA\", \"JRC-Acquis\"]\n",
    "clust_names = ['0', '1', '2', '3']\n",
    "\n",
    "clus_corp_pairs = list(itertools.product(domain_names, clust_names))"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "source": [
    "def cluster_purity(df):\n",
    "    r = []\n",
    "    for cn in clust_names:\n",
    "        r.append(df[df.cluster_label == cn].max()['count'])\n",
    "    return round((sum(r) / df['count'].sum()) * 100, 2)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "source": [
    "def get_domain(fn, domain_names):\n",
    "    for d in domain_names:\n",
    "        if d in fn:\n",
    "            return d"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "source": [
    "def compose_labels_pairs_dfs(bp):\n",
    "    clust_pathes = {}\n",
    "    clust_pathes[\"nmt-sent\"] = f\"{bp}/nmt-clusters-sent\"\n",
    "    clust_pathes[\"nmt-doc\"] = f\"{bp}/nmt-clusters-doc\"\n",
    "    clust_pathes[\"bert-sent\"] = f\"{bp}/bert-clusters-sent\"\n",
    "    clust_pathes[\"bert-doc\"] = f\"{bp}/bert-clusters-doc\"\n",
    "\n",
    "\n",
    "    clust_fnames = {}\n",
    "    for k, v in clust_pathes.items():\n",
    "        clust_fnames[k] = fnames = [f for f in next(os.walk(v))[2] if split in f]\n",
    "\n",
    "    #\n",
    "    labels_pairs = {}\n",
    "    for k, v in clust_fnames.items():\n",
    "        clust_labels = []\n",
    "        corpus_labels = []\n",
    "        labels_pairs[k] = []\n",
    "\n",
    "        for fn in v:\n",
    "            d = get_domain(fn, domain_names)        \n",
    "\n",
    "            full_fn = f\"{clust_pathes[k]}/{fn}\"\n",
    "            with open(full_fn, \"r\") as f:\n",
    "                curr_clust_labels = [l.strip() for l in f.readlines()]\n",
    "                curr_corpus_labels = [d for i in range(len(curr_clust_labels))]\n",
    "            clust_labels.extend(curr_clust_labels)\n",
    "            corpus_labels.extend(curr_corpus_labels)\n",
    "\n",
    "        labels_pairs[k] = (corpus_labels, clust_labels)\n",
    "\n",
    "    #\n",
    "    print(\"Total counts\")\n",
    "    labels_pairs_dfs = {}\n",
    "    for k, v in labels_pairs.items():\n",
    "        print(k, len(v[0]))\n",
    "        df = pd.DataFrame(\n",
    "            {'corpus_label': v[0],\n",
    "             'cluster_label': v[1],\n",
    "            }).groupby(['corpus_label','cluster_label']).size().reset_index().rename(columns={0:'count'})\n",
    "        #df['Type'] = [str(k) for i in r\n",
    "        labels_pairs_dfs[k] = df\n",
    "        \n",
    "        \n",
    "    # Fill NAs\n",
    "    for k, df in labels_pairs_dfs.items():\n",
    "        for p in clus_corp_pairs:\n",
    "            dl, cl = p[0], p[1]\n",
    "            missing = len(df[(df.corpus_label == dl) & (df.cluster_label == cl)]) == 0\n",
    "\n",
    "            if missing:\n",
    "                labels_pairs_dfs[k] = labels_pairs_dfs[k].append({'corpus_label':dl, 'cluster_label':cl, 'count':0}, ignore_index=True)\n",
    "\n",
    "    return labels_pairs_dfs"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## EN-ET"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "source": [
    "lpair = \"en-et\"\n",
    "\n",
    "for split in [\"train\", \"dev-cl\", \"test\"]:\n",
    "    print(f\"SPLIT: {split}\\n\")\n",
    "\n",
    "    bp = \"/home/maksym/normal-transformers/experiments/multidomain/automatic_domains/clusters-multidomain/clusters_en-et\"\n",
    "    labels_pairs_dfs = compose_labels_pairs_dfs(bp)\n",
    "\n",
    "    print(f\"\\nClustering purity {split}:\")\n",
    "    for k, df in labels_pairs_dfs.items():\n",
    "        cp = cluster_purity(df)\n",
    "        print(f\"{k}: {cp}\")\n",
    "\n",
    "    # Plot\n",
    "    key = 'nmt-sent'\n",
    "    title = \"NMT SENT\"\n",
    "\n",
    "    cat_clust_labels = CategoricalDtype(categories=['1', '2', '3', '0'], ordered=False)\n",
    "    cat_corpus_labels = CategoricalDtype(categories=['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis'], ordered=False)\n",
    "\n",
    "    labels_pairs_dfs[key]['cluster_label'] = labels_pairs_dfs[key]['cluster_label'].astype(cat_clust_labels)\n",
    "    labels_pairs_dfs[key]['corpus_label'] = labels_pairs_dfs[key]['corpus_label'].astype(cat_corpus_labels)\n",
    "    \n",
    "    # heatmap\n",
    "    #title = \"Encoder: NMT  |  Level: sentence\"#f\"Interlingua at {all_interlingua_layerids} layers\"\n",
    "    gp = ggplot2.ggplot(labels_pairs_dfs[key])\n",
    "    heatmap1 = gp \\\n",
    "    + ggplot2.aes_string(x='corpus_label', y='cluster_label', fill=\"count\") \\\n",
    "    + ggplot2.ggtitle(title) \\\n",
    "    + ggplot2.geom_tile() \\\n",
    "    + ggplot2.geom_text(ggplot2.aes_string(label='count'), color='white') \\\n",
    "    + ggplot2.theme(legend_position = \"none\") +  ggplot2.theme(axis_text_x = ggplot2.element_text(angle = 20))\n",
    "\n",
    "\n",
    "\n",
    "    key = 'nmt-doc'\n",
    "    title = \"NMT DOC\"\n",
    "\n",
    "    cat_clust_labels = CategoricalDtype(categories=['1', '0', '2', '3'], ordered=False)\n",
    "    cat_corpus_labels = CategoricalDtype(categories=['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis'], ordered=False)\n",
    "\n",
    "    labels_pairs_dfs[key]['cluster_label'] = labels_pairs_dfs[key]['cluster_label'].astype(cat_clust_labels)\n",
    "    labels_pairs_dfs[key]['corpus_label'] = labels_pairs_dfs[key]['corpus_label'].astype(cat_corpus_labels)\n",
    "\n",
    "    # heatmap\n",
    "    #title = \"Encoder: NMT  |  Level: sentence\"#f\"Interlingua at {all_interlingua_layerids} layers\"\n",
    "    gp = ggplot2.ggplot(labels_pairs_dfs[key])\n",
    "    heatmap2 = gp \\\n",
    "    + ggplot2.aes_string(x='corpus_label', y='cluster_label', fill=\"count\") \\\n",
    "    + ggplot2.ggtitle(title) \\\n",
    "    + ggplot2.geom_tile() \\\n",
    "    + ggplot2.geom_text(ggplot2.aes_string(label='count'), color='white') \\\n",
    "    + ggplot2.theme(legend_position = \"none\") +  ggplot2.theme(axis_text_x = ggplot2.element_text(angle = 20))\n",
    "\n",
    "\n",
    "    key = 'bert-sent'\n",
    "    title = \"XLM-R SENT\"\n",
    "\n",
    "    cat_clust_labels = CategoricalDtype(categories=['3', '0', '2', '1'], ordered=False)\n",
    "    cat_corpus_labels = CategoricalDtype(categories=['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis'], ordered=False)\n",
    "\n",
    "    labels_pairs_dfs[key]['cluster_label'] = labels_pairs_dfs[key]['cluster_label'].astype(cat_clust_labels)\n",
    "    labels_pairs_dfs[key]['corpus_label'] = labels_pairs_dfs[key]['corpus_label'].astype(cat_corpus_labels)\n",
    "\n",
    "    # heatmap\n",
    "    #title = \"Encoder: NMT  |  Level: sentence\"#f\"Interlingua at {all_interlingua_layerids} layers\"\n",
    "    gp = ggplot2.ggplot(labels_pairs_dfs[key])\n",
    "    heatmap3 = gp \\\n",
    "    + ggplot2.aes_string(x='corpus_label', y='cluster_label', fill=\"count\") \\\n",
    "    + ggplot2.ggtitle(title) \\\n",
    "    + ggplot2.geom_tile() \\\n",
    "    + ggplot2.geom_text(ggplot2.aes_string(label='count'), color='white') \\\n",
    "    + ggplot2.theme(legend_position = \"none\") +  ggplot2.theme(axis_text_x = ggplot2.element_text(angle = 20))\n",
    "\n",
    "\n",
    "    key = 'bert-doc'\n",
    "    title = \"XLM-R DOC\"\n",
    "\n",
    "    cat_clust_labels = CategoricalDtype(categories=['1', '3', '0', '2'], ordered=False)\n",
    "    cat_corpus_labels = CategoricalDtype(categories=['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis'], ordered=False)\n",
    "\n",
    "    labels_pairs_dfs[key]['cluster_label'] = labels_pairs_dfs[key]['cluster_label'].astype(cat_clust_labels)\n",
    "    labels_pairs_dfs[key]['corpus_label'] = labels_pairs_dfs[key]['corpus_label'].astype(cat_corpus_labels)\n",
    "\n",
    "    # heatmap\n",
    "    #title = \"Encoder: NMT  |  Level: sentence\"#f\"Interlingua at {all_interlingua_layerids} layers\"\n",
    "    gp = ggplot2.ggplot(labels_pairs_dfs[key])\n",
    "    heatmap4 = gp \\\n",
    "    + ggplot2.aes_string(x='corpus_label', y='cluster_label', fill=\"count\") \\\n",
    "    + ggplot2.ggtitle(title) \\\n",
    "    + ggplot2.geom_tile() \\\n",
    "    + ggplot2.geom_text(ggplot2.aes_string(label='count'), color='white') \\\n",
    "    + ggplot2.theme(legend_position = \"none\") +  ggplot2.theme(axis_text_x = ggplot2.element_text(angle = 20)) \\\n",
    "\n",
    "    with grdevices.render_to_bytesio(grdevices.png, width=1800, height=500, res=150) as img:\n",
    "        pp = cowplot.plot_grid(heatmap3, heatmap1, heatmap4, heatmap2, rows=1)\n",
    "        pp.plot() \n",
    "    display(Image(data=img.getvalue(), format='png', embed=True))\n",
    "    \n",
    "    pp.save(f\"conf_table-{lpair}-{split}.pdf\", width=29.7, height=8.25, units=\"cm\", device=\"pdf\", dpi=300, path=savedir)\n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "SPLIT: train\n",
      "\n",
      "Total counts\n",
      "nmt-sent 1911602\n",
      "nmt-doc 1911602\n",
      "bert-sent 1911602\n",
      "bert-doc 1911602\n",
      "\n",
      "Clustering purity train:\n",
      "nmt-sent: 67.21\n",
      "nmt-doc: 99.61\n",
      "bert-sent: 53.47\n",
      "bert-doc: 85.77\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "SPLIT: dev-cl\n",
      "\n",
      "Total counts\n",
      "nmt-sent 13113\n",
      "nmt-doc 13113\n",
      "bert-sent 13113\n",
      "bert-doc 13113\n",
      "\n",
      "Clustering purity dev-cl:\n",
      "nmt-sent: 72.56\n",
      "nmt-doc: 100.0\n",
      "bert-sent: 52.9\n",
      "bert-doc: 72.89\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "SPLIT: test\n",
      "\n",
      "Total counts\n",
      "nmt-sent 12697\n",
      "nmt-doc 12697\n",
      "bert-sent 12697\n",
      "bert-doc 12697\n",
      "\n",
      "Clustering purity test:\n",
      "nmt-sent: 70.7\n",
      "nmt-doc: 99.1\n",
      "bert-sent: 50.07\n",
      "bert-doc: 70.14\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## DE-EN"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "source": [
    "lpair = \"de-en\"\n",
    "\n",
    "for split in [\"train\", \"dev-cl\", \"test\"]:\n",
    "    print(f\"SPLIT: {split}\\n\")\n",
    "\n",
    "    bp = \"/home/maksym/normal-transformers/experiments/multidomain/automatic_domains/clusters-multidomain/clusters_de-en\"\n",
    "    labels_pairs_dfs = compose_labels_pairs_dfs(bp)\n",
    "\n",
    "    print(f\"\\nClustering purity {split}:\")\n",
    "    for k, df in labels_pairs_dfs.items():\n",
    "        cp = cluster_purity(df)\n",
    "        print(f\"{k}: {cp}\")\n",
    "\n",
    "    # Plot\n",
    "    key = 'nmt-sent'\n",
    "    title = \"NMT SENT\"\n",
    "\n",
    "    cat_clust_labels = CategoricalDtype(categories=['0', '3', '2', '1'], ordered=False)\n",
    "    cat_corpus_labels = CategoricalDtype(categories=['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis'], ordered=False)\n",
    "\n",
    "    labels_pairs_dfs[key]['cluster_label'] = labels_pairs_dfs[key]['cluster_label'].astype(cat_clust_labels)\n",
    "    labels_pairs_dfs[key]['corpus_label'] = labels_pairs_dfs[key]['corpus_label'].astype(cat_corpus_labels)\n",
    "\n",
    "    # heatmap\n",
    "    #title = \"Encoder: NMT  |  Level: sentence\"#f\"Interlingua at {all_interlingua_layerids} layers\"\n",
    "    gp = ggplot2.ggplot(labels_pairs_dfs[key])\n",
    "    heatmap1 = gp \\\n",
    "    + ggplot2.aes_string(x='corpus_label', y='cluster_label', fill=\"count\") \\\n",
    "    + ggplot2.ggtitle(title) \\\n",
    "    + ggplot2.geom_tile() \\\n",
    "    + ggplot2.geom_text(ggplot2.aes_string(label='count'), color='white') \\\n",
    "    + ggplot2.theme(legend_position = \"none\") +  ggplot2.theme(axis_text_x = ggplot2.element_text(angle = 20))\n",
    "\n",
    "\n",
    "\n",
    "    key = 'nmt-doc'\n",
    "    title = \"NMT DOC\"\n",
    "\n",
    "    cat_clust_labels = CategoricalDtype(categories=['1', '0', '2', '3'], ordered=False)\n",
    "    cat_corpus_labels = CategoricalDtype(categories=['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis'], ordered=False)\n",
    "\n",
    "    labels_pairs_dfs[key]['cluster_label'] = labels_pairs_dfs[key]['cluster_label'].astype(cat_clust_labels)\n",
    "    labels_pairs_dfs[key]['corpus_label'] = labels_pairs_dfs[key]['corpus_label'].astype(cat_corpus_labels)\n",
    "\n",
    "    # heatmap\n",
    "    #title = \"Encoder: NMT  |  Level: sentence\"#f\"Interlingua at {all_interlingua_layerids} layers\"\n",
    "    gp = ggplot2.ggplot(labels_pairs_dfs[key])\n",
    "    heatmap2 = gp \\\n",
    "    + ggplot2.aes_string(x='corpus_label', y='cluster_label', fill=\"count\") \\\n",
    "    + ggplot2.ggtitle(title) \\\n",
    "    + ggplot2.geom_tile() \\\n",
    "    + ggplot2.geom_text(ggplot2.aes_string(label='count'), color='white') \\\n",
    "    + ggplot2.theme(legend_position = \"none\") +  ggplot2.theme(axis_text_x = ggplot2.element_text(angle = 20))\n",
    "\n",
    "\n",
    "    key = 'bert-sent'\n",
    "    title = \"XLM-R SENT\"\n",
    "\n",
    "    \n",
    "    cat_clust_labels = CategoricalDtype(categories=['0', '2', '1', '3'], ordered=False)\n",
    "    cat_corpus_labels = CategoricalDtype(categories=['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis'], ordered=False)\n",
    "\n",
    "    labels_pairs_dfs[key]['cluster_label'] = labels_pairs_dfs[key]['cluster_label'].astype(cat_clust_labels)\n",
    "    labels_pairs_dfs[key]['corpus_label'] = labels_pairs_dfs[key]['corpus_label'].astype(cat_corpus_labels)\n",
    "\n",
    "    # heatmap\n",
    "    #title = \"Encoder: NMT  |  Level: sentence\"#f\"Interlingua at {all_interlingua_layerids} layers\"\n",
    "    gp = ggplot2.ggplot(labels_pairs_dfs[key])\n",
    "    heatmap3 = gp \\\n",
    "    + ggplot2.aes_string(x='corpus_label', y='cluster_label', fill=\"count\") \\\n",
    "    + ggplot2.ggtitle(title) \\\n",
    "    + ggplot2.geom_tile() \\\n",
    "    + ggplot2.geom_text(ggplot2.aes_string(label='count'), color='white') \\\n",
    "    + ggplot2.theme(legend_position = \"none\") +  ggplot2.theme(axis_text_x = ggplot2.element_text(angle = 20))\n",
    "\n",
    "\n",
    "    key = 'bert-doc'\n",
    "    title = \"XLM-R DOC\"\n",
    "\n",
    "    cat_clust_labels = CategoricalDtype(categories=['2', '0', '3', '1'], ordered=False)\n",
    "    cat_corpus_labels = CategoricalDtype(categories=['Europarl', 'OpenSubtitles', 'EMEA', 'JRC-Acquis'], ordered=False)\n",
    "\n",
    "    labels_pairs_dfs[key]['cluster_label'] = labels_pairs_dfs[key]['cluster_label'].astype(cat_clust_labels)\n",
    "    labels_pairs_dfs[key]['corpus_label'] = labels_pairs_dfs[key]['corpus_label'].astype(cat_corpus_labels)\n",
    "\n",
    "    # heatmap\n",
    "    #title = \"Encoder: NMT  |  Level: sentence\"#f\"Interlingua at {all_interlingua_layerids} layers\"\n",
    "\n",
    "    gp = ggplot2.ggplot(labels_pairs_dfs[key])\n",
    "    heatmap4 = gp \\\n",
    "    + ggplot2.aes_string(x='corpus_label', y='cluster_label', fill=\"count\") \\\n",
    "    + ggplot2.ggtitle(title) \\\n",
    "    + ggplot2.geom_tile() \\\n",
    "    + ggplot2.geom_text(ggplot2.aes_string(label='count'), color='white') \\\n",
    "    + ggplot2.theme(legend_position = \"none\") +  ggplot2.theme(axis_text_x = ggplot2.element_text(angle = 20))\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    with grdevices.render_to_bytesio(grdevices.png, width=1800, height=500, res=150) as img:\n",
    "        pp = cowplot.plot_grid(heatmap3, heatmap1, heatmap4, heatmap2, rows=1) \n",
    "        pp.plot() \n",
    "    display(Image(data=img.getvalue(), format='png', embed=True))\n",
    "    \n",
    "    pp.save(f\"conf_table-{lpair}-{split}.pdf\", width=29.7, height=8.25, units=\"cm\", device=\"pdf\", dpi=300, path=savedir)\n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "SPLIT: train\n",
      "\n",
      "Total counts\n",
      "nmt-sent 2002484\n",
      "nmt-doc 2002484\n",
      "bert-sent 2002484\n",
      "bert-doc 2002484\n",
      "\n",
      "Clustering purity train:\n",
      "nmt-sent: 66.32\n",
      "nmt-doc: 99.21\n",
      "bert-sent: 44.04\n",
      "bert-doc: 97.64\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "SPLIT: dev-cl\n",
      "\n",
      "Total counts\n",
      "nmt-sent 14384\n",
      "nmt-doc 14384\n",
      "bert-sent 14384\n",
      "bert-doc 14384\n",
      "\n",
      "Clustering purity dev-cl:\n",
      "nmt-sent: 70.02\n",
      "nmt-doc: 97.58\n",
      "bert-sent: 49.2\n",
      "bert-doc: 91.74\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "SPLIT: test\n",
      "\n",
      "Total counts\n",
      "nmt-sent 15244\n",
      "nmt-doc 15244\n",
      "bert-sent 15244\n",
      "bert-doc 15244\n",
      "\n",
      "Clustering purity test:\n",
      "nmt-sent: 72.28\n",
      "nmt-doc: 99.78\n",
      "bert-sent: 48.6\n",
      "bert-doc: 95.23\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Stats"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "source": [
    "# bert doc\n",
    "# 437646 sents, 8669070 tokens\n",
    "# 544061 sents, 16185004 tokens\n",
    "# 419669 sents, 11227990 tokens\n",
    "# 510226 sents, 5367675 tokens\n",
    "\n",
    "# bert sent\n",
    "# 440610 sents, 4887451 tokens\n",
    "# 238976 sents, 972809 tokens\n",
    "# 279622 sents, 3074726 tokens\n",
    "# 952394 sents, 32514753 tokens\n",
    "\n",
    "# nmt doc\n",
    "# 500658 sents, 5329120 tokens\n",
    "# 506152 sents, 15149366 tokens\n",
    "# 410856 sents, 7617303 tokens\n",
    "# 493936 sents, 13353950 tokens\n",
    "\n",
    "# nmt sent\n",
    "# 252651 sents, 1034957 tokens\n",
    "# 835541 sents, 27815748 tokens\n",
    "# 481098 sents, 5238259 tokens\n",
    "# 342312 sents, 7360775 tokens\n",
    "\n",
    "# rand\n",
    "# 478097 sents, 10381779 tokens\n",
    "# 478346 sents, 10367107 tokens\n",
    "# 477660 sents, 10360378 tokens\n",
    "# 477499 sents, 10340475 tokens"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "source": [
    "bs =  [(440610 , 4887451), \n",
    " (238976 , 972809), \n",
    " (279622 , 3074726), \n",
    " (952394 , 32514753)] \n",
    "\n",
    "for p in bs:\n",
    "    print(round(p[1] / p[0]))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "11\n",
      "4\n",
      "11\n",
      "34\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "source": [
    "bd = [(437646, 8669070), (544061, 16185004), (419669, 11227990), (510226, 5367675)]\n",
    "\n",
    "for p in bd:\n",
    "    print(round(p[1] / p[0]))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "20\n",
      "30\n",
      "27\n",
      "11\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "source": [
    "ns = [(252651 , 1034957 ),\n",
    "(835541 , 27815748),\n",
    "(481098 , 5238259 ),\n",
    "(342312 , 7360775 )]\n",
    "\n",
    "for p in ns:\n",
    "    print(round(p[1] / p[0]))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "4\n",
      "33\n",
      "11\n",
      "22\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "source": [
    "nd = [(500658 , 5329120),\n",
    "( 506152 , 15149366),\n",
    "( 410856 , 7617303), \n",
    "( 493936 , 13353950)]\n",
    "\n",
    "for p in nd:\n",
    "    print(round(p[1] / p[0]))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "11\n",
      "30\n",
      "19\n",
      "27\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "source": [
    "rand = [(478097, 10381779),\n",
    "(478346, 10367107),\n",
    "(477660, 10360378),\n",
    "(477499, 10340475)]\n",
    "\n",
    "for p in rand:\n",
    "    print(round(p[1] / p[0]))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "22\n",
      "22\n",
      "22\n",
      "22\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "# corpus id DE-EN\n",
    "# 500070 sents, 9558350 tokens\n",
    "#  500697 sents, 15637061 tokens\n",
    "# 500207 sents, 13197439 tokens\n",
    "# 501510 sents, 5024610 "
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "source": [
    "corpid = [(500070, 9558350 ),\n",
    "(500697, 15637061),\n",
    "(500207 , 13197439),\n",
    "(501510 , 5024610 )]\n",
    "\n",
    "for p in corpid:\n",
    "    print(round(p[1] / p[0]))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "19\n",
      "31\n",
      "26\n",
      "10\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "source": [
    "# EN-ET CORPID\n",
    "\n",
    "corpid = [(410540+410540,   7204084+6805718),\n",
    "   (500166 + 500166,  14453173 + 12452392),\n",
    "   (500020 + 500020,  13046636 + 10504164),\n",
    "   (500876 + 500876,   4834243 + 4205176)]\n",
    "\n",
    "for p in corpid:\n",
    "    print(round(p[1] / p[0]))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "17\n",
      "27\n",
      "24\n",
      "9\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Misc"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "source": [
    "bdir = \"experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings\"\n",
    "\n",
    "hiddens = {}\n",
    "for dn in domain_names:\n",
    "    fp = f\"{bdir}/sentemb-mean-{dn}.pkl\"\n",
    "    hiddens[dn] = pickle_load_from_file(fp)\n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings/sentemb-mean-Europarl.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings/sentemb-mean-OpenSubtitles.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings/sentemb-mean-EMEA.pkl\n",
      "Loaded\n",
      "Loading from experiments/multidomain/four-domains-en_et/nmt-model/sentence_embeddings/sentemb-mean-JRC-Acquis.pkl\n",
      "Loaded\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "source": [
    "%%time\n",
    "\n",
    "DOMAIN_NAMES = [\"Europarl\", \"OpenSubtitles\", \"JRC-Acquis\", \"EMEA\"]\n",
    "NUM_LAYERS = 14\n",
    "\n",
    "\n",
    "corr_ks = []\n",
    "\n",
    "hiddens_reps, hiddens_labels = prepare_reps(hiddens)\n",
    "\n",
    "\n",
    "for l in range(NUM_LAYERS):\n",
    "\n",
    "    indices = np.arange(hiddens_reps[l].shape[0])\n",
    "    np.random.shuffle(indices)\n",
    "\n",
    "    hiddens_shuff = hiddens_reps[l][indices]\n",
    "    labels_shuff = hiddens_labels[l][indices]\n",
    "\n",
    "    kmeans = KMeans(n_clusters=4, random_state=0, n_init=20).fit(hiddens_shuff)\n",
    "\n",
    "    conf_matrix = pd.crosstab(labels_shuff, kmeans.labels_)\n",
    "    corr_k = cramers_corrected_stat(conf_matrix)\n",
    "    corr_ks.append(corr_k)\n",
    "\n",
    "    print(f\"Layer {l} corr: {corr_k}\")\n",
    "    print(conf_matrix)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Layer 0 corr: 0.4777677017789821\n",
      "col_0             0     1     2    3\n",
      "row_0                               \n",
      "EMEA              0  2509   689  150\n",
      "Europarl          6  1813  1553  344\n",
      "JRC-Acquis        0  1466  1082  457\n",
      "OpenSubtitles  2019   972    46    7\n",
      "Layer 1 corr: 0.596244246355513\n",
      "col_0             0     1    2     3\n",
      "row_0                               \n",
      "EMEA           2012   344  918    74\n",
      "Europarl        118   694   36  2868\n",
      "JRC-Acquis      308   141  471  2085\n",
      "OpenSubtitles    82  2616  346     0\n",
      "Layer 2 corr: 0.7415241035037464\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA            758    53    40  2497\n",
      "Europarl        637   220  2822    37\n",
      "JRC-Acquis      361  2105   253   286\n",
      "OpenSubtitles  2957     0    27    60\n",
      "Layer 3 corr: 0.7611968255131059\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA             28    39   722  2559\n",
      "Europarl       2876   207   603    30\n",
      "JRC-Acquis      238  2155   389   223\n",
      "OpenSubtitles    29     0  2985    30\n",
      "Layer 4 corr: 0.744049700676437\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA             35   631    51  2631\n",
      "Europarl        187   511  2970    48\n",
      "JRC-Acquis     2083   307   330   285\n",
      "OpenSubtitles     0  2789   173    82\n",
      "Layer 5 corr: 0.7273303377649586\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA             53    43  2558   694\n",
      "Europarl       2876   208    71   561\n",
      "JRC-Acquis      264  2080   293   368\n",
      "OpenSubtitles   208     0    70  2766\n",
      "Layer 6 corr: 0.7186818505540484\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA             23   772    26  2527\n",
      "Europarl        141   652  2851    72\n",
      "JRC-Acquis     1970   432   340   263\n",
      "OpenSubtitles     0  2787   175    82\n",
      "Layer 7 corr: 0.24097659871857532\n",
      "col_0             0     1     2    3\n",
      "row_0                               \n",
      "EMEA           1187   393  1689   79\n",
      "Europarl       1487  1097   802  330\n",
      "JRC-Acquis      972   771   872  390\n",
      "OpenSubtitles   827   150  2039   28\n",
      "Layer 8 corr: 0.337123933804208\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA            439   882  1267   760\n",
      "Europarl        125  1460  1535   596\n",
      "JRC-Acquis      232  1333   985   455\n",
      "OpenSubtitles  1474   228   170  1172\n",
      "Layer 9 corr: 0.3370221938005993\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA           1343   824   699   482\n",
      "Europarl       1810   667  1123   116\n",
      "JRC-Acquis     1178   478  1124   225\n",
      "OpenSubtitles   136  1159   238  1511\n",
      "Layer 10 corr: 0.3576653748530396\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA            565  1260   653   870\n",
      "Europarl        129  1807  1137   643\n",
      "JRC-Acquis      165  1174  1139   527\n",
      "OpenSubtitles  1713    74   223  1034\n",
      "Layer 11 corr: 0.36108082264635594\n",
      "col_0             0     1     2    3\n",
      "row_0                               \n",
      "EMEA            608   542  1307  891\n",
      "Europarl       1214   137  1713  652\n",
      "JRC-Acquis     1185   126  1123  571\n",
      "OpenSubtitles   219  1744   112  969\n",
      "Layer 12 corr: 0.4685221648813725\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA            285   814   656  1593\n",
      "Europarl        241  1343  1979   153\n",
      "JRC-Acquis      125  1258  1162   460\n",
      "OpenSubtitles  2165   329   453    97\n",
      "Layer 13 corr: 0.4881971132686347\n",
      "col_0             0     1     2     3\n",
      "row_0                                \n",
      "EMEA           1436   646   283   983\n",
      "Europarl        154  1913   235  1414\n",
      "JRC-Acquis      348   878   128  1651\n",
      "OpenSubtitles   141   361  2325   217\n",
      "CPU times: user 17min 13s, sys: 6min 43s, total: 23min 56s\n",
      "Wall time: 1min 17s\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "source": [
    "df_corr_ks_nmt = pd.DataFrame.from_dict({\"Layer\": range(NUM_LAYERS), \"Score\": corr_ks})\n",
    "\n",
    "with grdevices.render_to_bytesio(grdevices.png, width=800, height=300, res=150) as img:\n",
    "    gp = ggplot2.ggplot(df_corr_ks_nmt)\n",
    "    pp = gp \\\n",
    "    + ggplot2.aes_string(x='Layer', y='Score') \\\n",
    "    + ggplot2.geom_line() \\\n",
    "    + ggplot2.scale_x_continuous(labels = df_corr_ks_nmt[\"Layer\"], breaks = df_corr_ks_nmt[\"Layer\"]) \n",
    "    pp.plot()\n",
    "display(Image(data=img.getvalue(), format='png', embed=True))"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAEsCAMAAAAM8ycIAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAABcRAAAXEQHKJvM/AAAgAElEQVR4nO2deWAU1f3AvzkAEbkil1cRbYtYq2KUotbGCy3VCXeCCEjllGKAan6iNCJFFKihFRCpiiAClhBQISAYELlUTkEOgXAoEEKyyJFr732/mb0yO++9zbxkM7vsfj9/7Ezed767+96bT+bYmXlAEAThAuH+AggSyaAgCBIEFARBgoCCIEgQUBAECQIKgiBBQEEQJAgoCIIEAQVBkCCgIAgShJAJYilzY6ksY1Jus7EDZWYzN6OcHam0cN7KZqsIVUaFlZNhtXFqyM2w8DLKeU1isXHapIzbiDZuDTmNyM+w8hrRxm0TXiNyM3irSQV3NTFyxbLUhSBlJjeWchOT84ScY0cqK9nlvxBynh2psLDLTYRcZAfKrJwMJ7nEDlyyczIcvppquejkZNhIBTtw3sXJsBBOm5zjNaKZcNuE14jExslwXmCXlxFem9g5jVhKuG3Ca0RCOBmGrFhmz7QMBfGBgtCgICiIHxSEBgVBQfygIDQoCAriBwWhQUFQED8oCA0KgoL4QUFoUBAUxA8KQoOCoCBe9i2f/a95Xx5mhVAQChQkdgQ5vXHuy73vbAwemt4uPf9W7s4i9RIoCAUKEguC7Fv+r2EP/yreq0b9W+9vAz4S26Y88+qH64+6l0NBKFCQqBakcOfCrIGdfBsNaHZHWtbcdYXyMUjhztzsjNQ7GkFVKDUj+/MjZ9lvhYLQoCCXtSAF62aN7dU+wbv612ubMjQ794A3pjpIL1g3N2tgSts4qFpwoOzQMc27oSA0KIgOzJVuHLZKJmb/ElrsdtEMm4NdXkmIRf3nxQO5k569t4l/y9Cx36SFW88HZLiIVfMeFw7kzXqhZ8crqzYoHXu+MCvvQJk37iScGlpcnG/FzTATToaDcNuEk2En3DbhNSJxcjJcFnY5P8OpbUQvVsJtE06GhXDbxMAVyxz1gpzZ+v4LPTv4NxrtHnl+Vt4JVgYtiBfrua0LJz37cDu/J/XbPfys7FcxCkKDguggMnaxzm6c+0qfjv4jjas7939t0baiWvwOcuyrD1995sG2iX5Rrrn/qRdnrthTTGXgLhYF7mJFliAlme38p6d++8ToGV8U+CK1/qGwSD6Sf166vWnVBuXmhwZN+HBdQdUiKAgFChJZgoz2bTQWbisKjITsl/QjXy5+Y1BK23p+UZr+/sm/TV3ybSEKwgAFiShBpgEMzT/CDIX6UpOi3cv/M7bn3S39nsRd27nvhFl5P5QwMlAQGhSkTuvBXBkWJ0Ifp8HXYnl/Q2lcteflOTd8VJ2BgtCgIHVaD9bKkH8ldDaH62JF5TeUQY+oDuWb3fGYIspJJYiC0KAgdVoPxsqwowX85ki4r+Y9szN3+ujudyX5PUm4/r6nxs3fsutAISsDBaFAQUJSD3plOHwztNoVMZe7n9j40aQhXdo3gCoaXtPh3q59n3t5ypwla7475LmMBQWhQEFCUg9qZTh1DzRcE3n3g3iuXmmXABQNWrfv9Fh6RubkWQvzNu/TnHNDQRigIAL10K4MxU9CwgJT5AniwUbO7duct3DW5MyhaY91at+a50vaUK8vxSgIDQoiUA/tyjAUYLoyjVRBAg/Szx76bs2SOVNefq5ft3s7XNuQ1iWxxW1fs98KBaFAQRj10KwMEwH+7p65PATx4zkGKTywddWid95QNi/3/LZVfY8jvdgZKAhFpAhyYmJ678wd3j/KJS97IkGQufGQ5vmB7rIURMPPezetyIQk+lovBRSEIkIEKUwfkZc/LnWn5y/7WjdvdC+MAEFWNoD7vWdRo0EQhRMA65kBFIQiQgTJTpO/iGPkSHVZaf95qr/CJcjW5nCL74fraBHE0gGymAEUhCIyBHGmvaVMlkqnVIUzn1FfNx8mQQ61g2v2+P6IGkEyIIUZQEEoIkOQM9IyZbJL2lRVdix1nXqR8AhyMhkaV53xiRpBVkCDU6wACkIRGYLsl9a7nZA+ryqbONLlNWWGwm7jb/yqrCx7AuqtrApobrmtwsq73457R6GFe/ecEXcUltaDPGYkQu8o5DX75XZHod2/hKAg30sblclJaWnVBkTK9859nayQo+uNQsxIiPsoHJ9b59wPL4X7K8QwNtW83i2Ie3fqqLTCXzQj3TdQ1YGXFLZY3DjtFiZW+b87G4eDm2HlZDi9M1kAk9QBuWrsDLuTXW5x8TJsLm4Gp4bcDCcvw8prEid5FTqyM3hNQjitaOFl2Am3TXiNSLhtwmtEbgZvNbFxVxNDVixfhrAgRZ5Nxw5pi6/Env5W4CJhOAaZEwcDAgJRcwxC1kP8IUYAj0EoIuMYxPXUFGWySCryleyVNoRbkE/rw6OBl/lFjyCljeEDRgAFoYgMQcjMXvLaZ372BX/BEumnMAuyqSnc+VNgIHoEqXxcs3H0gIJQRIggpqeHrFgztsePhHzTbZVSMF2yhleQH66DXx3UBKJIkDfgBkYABaGIEEHIqUnpvcftl2e2SHnK36911yxgsCDHb4Wkb7WBKBJkK8B2OoCCUESKINVirCBnUqDBKioQRYKYroV/0QEUhAIFYdTDUpIO8fPoQDQJ0heepAMoCAUKwqiHZTTAZEYgmgSZDU3pARhQEAoUhFGP2QDPsQLRJMjBOFhLBVAQChSEZlkipDJvKIomQUwdYDwVQEEoUBCK/EaQfJIZiSpBRsAfqQAKQoGCaNnVEm5mXYZhijJBPoH6P2sDKAgFCqLh8K+hxQFGuUJUCfJzfViiDaAgFChIIKc6QcMNoRonPaIFMd0HI7UBFIQCBQnA/Yi42o+T7ieSBXkZbtUGUBAKFCSAYQBTazVOuoZIFuQLiNPuS6IgFCiIGs8j4mJEkLPNYI4mgIJQXDaCVJa5sVvLmFQQUs6O2Gzs8nJCKjRFC+KhT2lZmdXOzijzfwstFgcnw0XM7IDZyclwEgs7UOniZDgIt004GXbibhMJ+msC5dxGJNw20TaiFyvhtgmvEQm3TXiNSLhtwmtEwm0T8RWLk8FYsbxYbf5vEXpBLDY3ToeNiZ0QdsDmdHIChNgDC766AlJkn2wO3Rk+HC5uBuf7cjNcvAy7eAa3SYi7hjPgWm2kmgwG3CYh3O9rRIb4alKHK5YP34olfsutDup+F8v/iLgY2cUyfQfwTWAAd7EoLptdrDoX5FA7aON5RFysCGK6Ad4MDKAgFCiIF9Uj4mJGkKeha2AABaFAQTyc7Qr1lvrqESuCvAdXnQkIoCAUKIiHZyFulr8esSLI4XhYHRBAQShQEDfjQHXxd8wIYroNXgoIoCAUKIjCf+Ogv6oeMSPIKOgcEEBBKFAQmc8CHxEXO4LkQOJxdQAFoUBB3I+Iu0P9iLjYEeR0A1ikDqAgFCgI/Yi42BHE9AAMUwdQEAoU5PjvtI+IiyFBxsMt6gAKQhHzgpx5EBrkaeoRO4LkA+xVBVAQikgRJGAYaEIciwf3GrFCvUAdCcJ6RFwMCVKcBLNUARSEIkIECRwGmpBp3eZ+lS0tr3tBRgO8TtUjdgQxpUKaKoCCUESIIJphoL+XVsqv/3y1zgWZDjCCrkcMCZINrUqqAigIRWQIoh0GOvspu3aROhHkk0T4M/0AzlgSZDfA5qoACkIRGYJoh4EePJEQV90Lsp79iLhYEsTUVr2LiYJQRIYgmmGgXalzVg9N7TfHM1xuSb5CQakbm6WUSbmsEDtitbLLy8jxVnDTcUbEYmNnlBJSwQ6Y7ZwMF6lkByodnAwnMbMDFS5OhoPw2oSXYSdVbfIsPK6KEE6GjXDbpJxdbiHcNuFkmImTk+HgNSLhtgmvEQm3hiFcsbhtYvN/C0FBNMNAm6UhL27Z/X7qRPdfdTUM9Ln20LIg5O96ubEUGlmrXwoJJbUeBtomDVA2HrOl48pf21IVVjncuFwONvIxPhtexi/3QqNtQhnyZzjZAWfoMlzcDG4Fa5BR9eklCbChKqInIxD+h4cuw8XN4H5f8YyQrVjVZ6j/I9VsGOj0LOX1W/VIt6E+Bvnxdkj8H2dXMZaOQUwd4QX/PB6DUETGMYh2GOhxf1NeN1cNmx5yQXbfDA1yqxknnSIqBRkD9/jnURCKyBBEOwz0Kmmv/PpmakldCfLNdXDlmmrGSaeJSkGWQ+Ix3zwKQhEhgmiGgbaP7rMo/w1ptmqJkAqy7mpo9kU146QziEpBCq+EBb55FIQiQgTRDgNd+s6A7sNz1T+FhFKQzxpDq43VjJPOIioFMT0EQ3yzKAhFpAhSLSEUZGED+NX2asZJZxKdgkyAX/tmURCKGBRkdiLcsq+acdLZRKcgGwD2eGdREIrYE+TNeEg+HLwesSVISQuY4Z1FQShiTpAsgEdPVlOP2BLE1AN6eedQEArDBSn76LluCwj5MTyClAwH6HmmunrEmCD/gRbeS95REAqjBfksCQAmEHuTUeEQpLA7wF+Lq61HjAnyPYD3qcQoCIXBguyqF5c6VRbk4t0gePVhKAQ5+QhAho56xJggppthomcGBaEwWJC0xK/ksgmEXGj5uOGCHO0EcRP11CPWBHkWHvbMoCAUBgtyzdPEIwgZfq3Rghy4DRLe1lWPWBNkPjQsdM+gIBQGC1LvdZ8gE+sbLMjum6C++vklKIifo4nwqXsGBaEwWJDmI3yCDGthrCBbroFGuTrrEWuCmO6GMe4pCkJhsCCPNjvpEeRk0z8bKsiXSdB8jd56xJwgf4e73FMUhMJgQZZBm5m7YfS3U1vC52KClF9wY628wKRUXnnZEYtFfvn8Krh+e2C53FaX2BlmK7v8gqwpO1Bh42S4fN9bS7mDk+EgFexAmZOTYSdmduCSi5NhI5bAgjxIOK5ML3IbkXDbhNeIxM7JcJayyysJt014jUi4bcJrREI4GTVcsRhUv2KV8wUhY8FLppgfxOZyQ1wcCC+iBJZfAbf8pDuD+yHRk6GJWK6CpWIZ1X5GkA6Jlowad0jQe9K/SG0ZF9+mZ76gH7XaxZqZCHccEtgSxtwululRGKRMcBeLIhzXYjldjMI6FCQrDu47TpWjIComQTtlgoJQGCuIdcOBGrhRO0Eq/g7w+CmhesSeIJsAdplQEAbGCmJLGGa0IGf/CtDnDCOAgqgoaQ3TTSgIA4N3sdo/abAghRLAkGLBesSeIKY+0M2EgjAwWJAvmr5rIzWiZoL8/BCoHvuktx4xKMhMSCpGQRgYLMj0sU1bPD5gsBsDBCm4B+KmidcjBgXZB7AeBWFgsCCgou4F2d8BEmfWoB4xKIjpt5CFgjAwWJApM2a/66POBdl5IzT8X03qEYuCDIUUFIRBFN+TvqkNNM2rUT1iUZCF0OAUCkITvYKsbAItN9SsHrEoyIl6kIuC0BguyPHJvVIeTJ9eoi0PtSCLr4AbttWwHrEoiKkTZKAgNEYL8q9EzxF6oyWB5YHDQH8suXm95oLMqQft99a0HjEpSCbcjoLQGP07CDTo9/bihdk9E+rtUpdrhoGe032twp4aCzI1HjoernE9YlKQVRB/CAWhMFiQvzTe75n5pn5fdblmGOjp/YgWIUGyAP54oub1iElBihrDBygIhcGCtHzONzfgOlWxdhjoSUNqI0jJcwBdT9eiHjEpiOlxGICCUBgsSOI039zkeqpi7TDQL2cQohlaUr8gZ/sB9C2qTT1iU5A34AYUhMJgQZr5xpAiY5qpijXDQJPRI95Kl/p94HGk9KBCod47I89KAMPPh+LOSIqoveXWzTaA3XjLrRaDb7lNueacZ6a49YOqYs0w0GRw6szNW6dJNRkGuuxRiJuqc1kkgOtB8OoGpGYEueX2I2g3a0/RmV3/vh4WqYo1w0ATZcMmH7lLh5WJkCDFHSHhvZp97ZjnGegV7q8QGwQRxDXId6niCHWxdhhoD99Ka5WJ/ZLCL+fcWCrOMZF3f5Qlvv811J8bGDGb2RnyruIFdqTSwi6XN34X2YFyKyfDSUrZgVI7J8NBytmBS05OhnwMwg5ccHEyrITZJu9CU8cv7Az5GITzXrxGlI9BOBlOXiMSXpvYeY1IuG3Ca0T5iIJNNSsWA96Kdb7aFSvoL+m5XVvExbVSRupUe6MZBrqiUnndIDxOujJ4bU7tj6Vi8yDddDAOtuFBuoawPLTBSRUFDgN9vttkxZp/dCsWE+TLJEhaG4J6xKggpg7wOgqiQVSQwk3z3q6NIJYZ7mOPv002BxRrhoF+V3ptzcqXpHmqJXQI8lljaL1RZz1QEAYj4CEURIN+QQrWzcpIbZ8AEG+uuSCVD8JYZZoCnQMNCRwG2rVydFqvsQHPzqpekI/qw027q6+HDxSE4n/Q4CQ7AwWh8a9YhZs+fCWtYxPf0fXVfzxTc0GmwZ+2KtOtXWASEaJaQRYkQod9weqhAQWh+Lk+LGFnoCA08orl32i4qdc2ZWh27v5aHYPc/lu7Z8Z20y2hFWRmHHQ+yqkHExSE5j4YyQ6gIIHIG43x/ZL9G42kP/SfsHCb9+qNWgnSyHc5IhkW4vFBtl3Vhb17gIJQcAV5GX7HDqAgPpgbjYCMWgly1dO+uYFNQisI2V3EjqAgFFxB1kLcQWYABXFvNFRHGkl/GDT54+9Y61ytBLmvjfdWwsLm94dYkBCero5ZQYqbwxxmIKYFORqw0Uj0bTTq5HeQefC7+fuLzuycfh3MR0FYhFWQcz2gLzMQu4IcfrJp1Ubj6QmqjUadCOIa4vu0IYKPeEdBjBDkHbiWGYhZQTbeoBxp/PovGW+vPqIJ1dEv6Z9LLePiWvmuSkRBtIRXkCMA37ACsSrIoqug2Ufb2Ee3hl5qgoL4CK8g5FfwJisQo4JMToAbD4ThuVi2fQUoCCcjzIL0h66sQEwKUjQYoNNhIy9WNE/6UJkslA97ko+iIEzCLMj7cBVrMJVYFOTIAwD9Co28mtf+IPxVnuxIhKsbQnvNPecoiIcwC3I4HlYzAjEoyPbfQFymsZe7vw/XKfec94JsUt4D5qIgLMIsyLnb4CVGIPYEWZkEV35kMlaQP8ftlV8rGnSQX0/FS2KC1HDcHUSQTHgg3F8hEni/Hly3s/rFagbvltvr7lNe18J4ZXJ3W7E3LavxnZGV7HL+LbcV4rfccm8vDd0ttxfr/JZbpU1+WQqJJ+hAkFtuz7PLw3zLbRm7XOctt8UZ8lHyQfes+IrFv+W2oppbbusPUl5fA/ed5t0aCgrC3hL6wF0smhrtYp1uAIvpQGztYv30OECq99JXI3exEtyPVewad0GZ9E1AQViEWxDTAzCcDsSUIHt/D3EZvoFfjRSkWW/5xdnsd+4/HlE/OA4F8RN2QcbDLXQglgRZ3RLqz/aXGynIPdc4CVkP7ltC7El3oiAswi5IPsBeKhBDgrx/BSStrCo3UpBx8Jrzwl2wQZmfDyOJECiIQYIUJ8EsKhAzgpRkxkEH9ZMNjBTkZCNociXcq2w/ZlwJ21EQFmEXxCRBGhWIFUFO9wJ45Li63NDnYq1tDfCnM/JMRbzn4SYoCEX4BXkLWpVoAzEiyL6OAEOLA8qNfXCc7QfvVYpdZwn6gYIYJshugM3aQGwI8vX1kDhNUx69o9zWoh6xLYipLbyuDcSEIPMaQvNPteUoCKMeMS7IQOiiDcSCIJPj4aZvqXIUhFGPGBdkLlxZqAlEvyCXngZIYTxYDQVh1CPGBSlIgJWaQNQLcvgBgIGsO2EiRZDAcdIVTvYYhIKoME4Q053woiYQ7YJs+hUkZDEjESKIZpx0GVemhIKoMVCQ0XCPJhDlguQ0gcZL2RkRIohmnHSZvF6voCBqDBRkGSQeCwxEtyDZidB2dwQNoEOjHSddrkbakmwURI2BgpxuCAsCA9EsSNEQgHt+jKQRpmi046QTMvF5BwoSgIGCmB6CIYGBKBak4E8APU5H1BBsNNpx0snGbgXEJ4jYMNBICJgG7cP9FYziaAeIm2DwZwYZ5ZaDdpz00v5zCQoSPnYDnAz3dzCGzS2h0XKjP1RcEO046dlDLVWClB5UKLzgxlp5gUmpvPvDjlgs7HJ5a3uJHTFb2eUX5B09dqDCxslwkXJ2oNzByXCQCnagzMnJsBMzO3DJxcmwEW6beBrxfEuYFRCwEG6b8BqR2DkZzlJ2eSXhtgmvEQm3TXiNSEjA3zPqQ5uv3HNGrljlwoJoxknflbrDbDZPe8asUg2PQQw8BjH1gF4Bgeg8BjmbAXDbHs98ZB+DaMZJnyN5mYaC+DFUkP9Ai4BL3qNSkJ+6Aki+YckiWxDNOOlFBxRe7X/gNArix1BBvgf4Wh2IRkF+uF31bIZIF0QzTrobPM0bgKGCmG6GiepAFAryRSuo/05VJMIF0YyTjoLQGCvIs/CwOhB9gnxwBSStUEUiXZBqQUEMFWQ+NFRf8h5tgpRkaZ7NgIKI1AMFMR1NBPXNdVEmyOneAA8HXm6GggjUAwUxme6GMapAdAmyX3k2w9nACAoiUA8UxGT6O9ylCkSVIBuvh8Qp2ggKIlAPFMRk+hwSVMO6RpMgnzSG5supCAoiUA8UxGQqbATzqgJRJMjkeGjHGMkXBRGoBwoi8ygMqgpEjSDWQQCdDzMiKIhAPVAQmUlwY1XgMhPkaHHBzp3r1q3KzZ07953s7KyszIyMgQPTUqUHbwF4hvVsBhREpB4oiMwmgF3+PyJSkGNfzX87K2tMxvCBA7un/jkl5c47OrRt27zZFRCMhMnsz0BBBOqBgsiUtIbp/j8iTJAfP502JKVNUBHcNGp2ddu2t96RnJLyRGrPgQNHZmRO2cr5DBREoB4oiEIf6OafjxRBSnbn/HNAp+be9T++XfK9KQ+lpvYdOCgjY1zWa9nZ786dl5v7xboNh/f9WHCC8U4i46R7QEEY9UBBFGZCkv9a1/ALUrQzd/LATld51Uhs+1hGdl5RXY6T7uWyEcTqcONyOtgQwgm4XKIZTn4G59NDmOHiZnAryMtw8DO431c1fxJgh1iGGic/g1tBdob5yOdv9r+roVeN+rf2/r9528u8Gdwacj9DNKMuVixrXQhScdGNzXyRSSkhl9gRi4VdfomQUnbEbGWXy/9+ytiBSjsnw+X73loqHJwMB6lkB8qcnAw74bWJi5NhI9w2UTdie3jNN2slNs57cRuR8NrEyWtEom2TU1/PH9f9lgSvGk3u7D5u/ne/qOIVhNsmnEYsl3cC2Bi5YlXUhSC4i2X0LpZpKKT4Zo3exSpYNyvjsbZxXjWadx6YtXAnNapPnQ0Dreay2cVCQQwXZCE0OOWdNU6QgrzsoSmtfaehWqcMnJx7wOhx0tWgIIx6oCBuTtSDpd5ZcUEu5iyYy2bJPHb5gv9NTr/TfxT+6yfHvLvuZ897oSAoiJ8IEsT0B3jeOycsyO5O1f9KwabBbT1e/nBzwAAlKAgK4ieSBPk/uN07JyrIwuaQ2K4tm5tuZJffeFOnfhMW7Sim3w0FQUH8RJIgqyD+kGdOTJCizHi4dlNEXqyIgoSiHiiIh6LG8IFnTkiQvfLu1QPHI/NqXhQkFPVAQbw8DgM8MyKC5LaEhMziCL3cHQUJRT1QEC9vwA2eGf2CKLtXLXIj9n4QFCQU9UBBvGwF2O6e0S3I3j8A/PGACQVhgYJQXOaCmK6Ff7mnegVZpuxeuZ8XgoLQoCAUl7sgfeFJ91SfIO7dq6WeeRSEJoTDQP8wvl/fFzapF0BBwiHIbGjq3h7oEuSHzvLu1X7vHygITeiGgd6WOiZvVab0KQpSRVgEORgHa5WpHkGWt4K4DP/j2FAQmtANAz1ymJUQ25CBKEgVYRHE1AHGK5PqBTkr715dnVNVjoLQhGwYaOeK7cpkWqoLBfETHkFGwB+VSbWC/JgCcP8+VTkKQhPKYaBlXKOewy1IFeER5BOor1xSW50gnwbsXimgIDQhHAaa2EoOTu3p3o6QXf0VvrS7cTntTByEsAN2JyfDLu/TcTJcdZ/h4GW4CLeGdZ9hpzIuNoA8eeIk3BrKFbRkxUPLVYHlwTNY8DNcvEbkdrr4amLIiuXNEL/lVjsMtLIxkQZ7D9lxGOhwkgIvVLdIcReAlEIjvkyUUPthoOV9mW1fTkld7J49s0zhYJkbu6WMSQUh5eyIzcYuLyekgh2x2tnl8paxkh2w8DJcxMwOmJ2cDCfh1LDSxclwECs7UMHLsBNum1CNmAW/l19thNsmFavaQNxz57XlVuLgZLg4zW4h3DbhNSLhtgmvEeV9dTaGrFg2/7cQFEQzDLSX96QTVX/gMUhYjkFMX0DcgWDHIK4JCZC0hC7HYxCakA0DfXF1gTLZIm1AQfyESZCzzWBOEEEOPQZw7z5GAAWhCdkw0OXdxysneN+RDqAgfsIkiOkJeIovyGetIW4o82HQKAhN6IaB/lgat2L1VOkV/B2kinAJMhWu4QlSkpUALXIYARMKwiJ0w0C71r/YL23UUotqARQkTIJ8B/AtW5BDDwHcdSIShz+IQkGqBQUJkyCmG+BNpiCft1F2ryJyfBAUpG7rgYKoeRq6MgQpmVwPkj6J0AF0UJC6rQcKouY9uOoMJcjhh+Xdq90mFIQGBaGJakEOx8NqrSAr2vjOXqEgWlAQmqgWxHQbvBQoiHv3arFnHgXRgoLQRLcgo6BzgCCHHwHo6Bu/EAXRgoLQRLcgOZBYrBJk5TXy7pX/2bkoiBYUhCa6BTndAJb7BVF2r5p8WBVEQbSgIDTRLYjpARjlE+TwowB37lLFUBAtKAhNlAsyHm71CrL2BvXulQIKogUFoYlyQfIBTittouxeNZ4bGENBtKAgNFEuSHESLJDb5HAXgDt2amIoiJYwCWLx4LBbmFj9S2hxOLgZVnbEzsmwEGLjZDg5GS5ehs3FzeDUkJvh5GVYeU3iJNwasot7wkCHZcuNAINLqQxeIxJum3AzuG3Ca0RuhpPXiNzVhJdRJytWXQhSWe7Gbi1nUklIBTtis7HLK/zvqcVqZ5eXE2JmBywOToaLl2F2cjKcxMLJcHEyHITbJpwMO7gWeCEAAAnASURBVOG2CbsR34Y21mn1ofHHdIjX7FbCbRNesxNum/CanXDbhNeIhNsmBq5Y4rfc6gB3scK3i2XaCXCv6sdBNbiLpQWPQWiiXRBTOwAIPHvlAwXRgoLQRL0gw6DpPHYEBdGCgtBEvSAnJx/mvBcKogUFoYl6QYTHSUdBGKAgFCgIDQqCgvhBQWhQEBTEDwpCg4KgIH5QEBoUBAXxg4LQoCAoiB8UhAYFQUH8oCA0KEjdXM3rGVrBwhmh42xOzi/siJkzuMT5nJxidqSSM1REWU7OKcGMFTlH2YEKzpgeZWtyDgpmrM/Zyw6UcwawKNuSs4MT4WVsz9nKy+CMnrEn5ytOhpUzesaBnLWCGQU5KzgZvNXk55xcwYyinBxq7BMPNV+x6uRq3mo4npx8SSzjQnLyz4IfcnfyHsGMLskbBDPSkpcJZgxPniuYMS45WzBjavI/BDP+mzyy+oUCyEl+SjAjP7mrYMbO5M6CGceSk0vFMs4LrVgoiGAGCqIfFEQ/KIgAKIh+UBABUBD9oCD6QEEEM1AQ/aAg+inPz7dVv5Qaa35+heCH5OdfEMzYmF8smPFt/mnBjF35xwUzfsg/LJhxKH+fYMax/F2CGafyvxPMKM7fJJhxPn+9YIa8YtnFMsRWLKMEQZDLEhQEQYKAgiBIEFAQBAmCQYKcmJjeO3OHUMqpMeph2HVwZOKAtDH5ruoX9PPD+H59XxA9jjzZY5DA0h9Lbl4XSHEsHtxrxAqBhHLJi8A5vM2ZT6VlrHAIfMr2l/r0eUX3yQN/7+nueX+G7o73L6i75/0Z+nveGEEK00fk5Y9L3SmQsrr3X8UEOdhj2KdfvCIt1p+xLXVM3qpM6VORTyGuTElEkDnd1yqInH6e1m3uV9nScv0JdvdHrH2je6HulE+lt3Z+/6H0b/0fskkalbdiRG+dJ+T8vae75/0Zujvev6DunvdnCPS8MYJkp52X/zOOFDjz/mOv1WvFBHm530XlM/rq34SMHGYlxDZkoMinkLxer4gIMr2f0LvLfC+tlF//+apoXmn/efoXHjFcaaYJ3ay6MwY/Yyak7OmJuhau6j29Pe/P0N3xVQvq7fmqDIGeN0QQZ9pbymSpdEp3ypkTRFCQLzcqr29LldUt6P9WK7Yrk2mpIntlprQl2SKCTBoisLCb7KcEz+t7mamswXrJeF55ndLTqTfhgjRbmfy3u64P8fee7p73Z+ju+KoF9fZ81bcS6HlDBDkjuX993iUJ7e8LCuJh3DOCCa5Rz4ksPvF5h5AgL2cQov/ftMJg+Z+0iLJejqWuE1h6ferSi+Wbe87XnWCSPlAmy6QjOhO8q7tAz/v7W3fHByyoq+fVGfp63hBB9kvu30ePSZ+LZNVEkI2SyNEtsZUcnNpzu8j7dysgQoKMHvFWutTvA/2OuFLnrB6a2m+OwObAzcSRQlZt7CNJ3ZfoX96ZPlaZTJX0nmnx9J5Iz9dOEH0978/Q3fOGCPK95N4InpSWimTVQJDtvd8QWk12SdJgkTMHpf3nEjFBBqfO3Lx1mqRv113BLA15ccvu91P1Z7g5JuWLLP5Dn0nb9/w39TP9GfOkd4tMCwdIei838fSeSM/XShCdPe/P0N3zBm1B3Jv/o2L/3sUFWdktW+TEJSEXt305JVXgvFf2UIugIMotoXKKpPv8qE0aoGw8ZktiF3DNSLdUv5Af19DRyuo0s/s53Sn2GamSNHG17lPJvi2I/p6vjSB6e96fobvnDRGkyPMPZIe0RSRLWJD3Rc7x+nlPOqF30V2pO8xm87RnzILXXZJvpbW6l03P8mRsEPkAe/pbIosXSR8pk83SNwJJF4/8Ih+DFOlc2tN7Ij1fC0F093zAW+vqeUMEcT01RZks0t26bkQF+UjoMFXu8NUFymSL/lVxju8XuWm6P6TCfWplg8DqPu5vyutmsX8me8V8Oim5r8D/SuysicyEgXp3YT29J9LzNRdEf897MkR63pjfQWb2Msl718++IJQkKMguabXQ25Py7uOV3n5H/8cUHVB4tf8B3Ve8n+82WX51/aOb/qvqV0l75dc3U0t0Z8gskX4SWdyRPkqp+r8l/T8tvj3CTsiRVN3nvby9J9DzNRZEoOc9GSI9b4wgpqeHrFgztseP+jMOrF37b2n+2rUmvQmOEf09Pyj/ovszPpbGrVg9VXpF8KSq0DHIu9Jra1a+JM3Tn2Ef3WdR/huenx10M10SO5e8QpqwZcec1P/oz9gmvbI+t9/wcl0LV/We3p73Z+jueP+Cunu+6q0Fet6ga7FOTUrvPW6/QMIM786M7nOwl8QvSHKtf7Ff2qilIke3CkKCuFaOTus1VugMU+k7A7oPzxWz9rXuQosTsunF3j1GLtP9O6HMxtG9+v9H5w1pqt7T2fP+DN0d719Qd89XvbVAz+PVvAgSBBQEQYKAgiBIEFAQBAkCCoIgQUBBECQIKAiCBAEFQZAgoCAIEgQUBEGCgIJEHCcAanZXOlIHoCARBwoSSaAgEUcNBbGJ3sWF6AEFiTgCBbG9e1/req26b5NnH4L33EWutrCVkM+6JNW7Jt09hsEUmL6mfcKGMHzX6AcFiTgCBHH1hHYZr3SFepsIWQz3uMs2Q3tCMqHp8Nf7JdZTnrswA8Y2fWJYDR6ShFQLChJxBAiyGa5XBlAaD48QYkkC5WZDMgKmkLXQWhkm6au4pDJCZkPTWWH6slEPChJxBAhSmOd+bs4+aCG/jgblgYi2qxPOkG4wwx1PhY8IeReuFruhENENChJxUAfpFedMh6CRPLMfmpsJWQlPENISPCOoTYXnFEEeD8P3jA1QkIgjUJBVXZqAgiII6QyLCOkLy4gzDnx0UwQZEK4vG/WgIBFHgCDzocGoT9bkL/MIMhceImVXtrARVzyMnuBhgSLI4LB922gHBYk4AgRpBwuUyXGPIOWN437+GMbIc23g26oMFKTuQEEiDrUg8q6U+/lYMzyCkGEwtQv8IM/0hKnugovKEzdRkLoDBYk4ArYg18MG+XXrb+Li3Y973wE3xd+tzKyFliflycW7m/yIgtQlKEjEIQvylyfcpBLyT2g1fkrPq77+LTz1PyV4J8A77qX+Ds2G/3NEa1AeVIqC1B0oSMRxwn+CKoEQ+7QOV7TquYfk3XDFs0pwFlzhfXjb8seS6rV5zD3EBwpSd6Aglxdr4Olwf4XYAgW5vHgUREYsQGoNCnJZ8Q50CfdXiDFQkMuHgsyu0OJEuL9FjIGCXD58c0WjJwrC/SViDRQEQYKAgiBIEFAQBAkCCoIgQUBBECQIKAiCBAEFQZAgoCAIEgQUBEGCgIIgSBBQEAQJwv8D2ULc47pcz64AAAAASUVORK5CYII=",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.8 64-bit ('norm': conda)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "interpreter": {
   "hash": "0a2aa45ae82329188dbb9a581684154853d2c25d3db4f9e8098a0abd377db936"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}