diff --git a/.gitignore b/.gitignore
index c5443b2cfce03389b9320db4ead6e8acc280ac0d..2996eebbf8d6c68e0da1c97134bc3eaa346a34af 100644
--- a/.gitignore
+++ b/.gitignore
@@ -161,5 +161,6 @@ tests/docstrings_examples/*
 tests/getting_started/*
 tests/readme_examples/*
 # tests/test_getting_started.py
-Getting_started.py
+# Getting_started.py
 new_model.py
+results_simu/*
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 2f718217e57d26b92932f72b09b3f2f26029b7a8..50274fe30023706ae9815e0e46c00fc70552eb3c 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -10,7 +10,7 @@ The typical workflow for contributing is:
 1. Fork the `main` branch from the [GitLab repository](https://forgemia.inra.fr/bbatardiere/pyplnmodels).
 2. Clone your fork locally.
 3. Run `pip install pre-commit` if pre-commit is not already installed.
-4. Inside the repository, run 'pre-commit install'.
+4. Inside the repository, run '''pre-commit install'''.
 5. Commit changes.
 6. Push the changes to your fork.
 7. Send a pull request from your fork back to the original `main` branch.
diff --git a/Getting_started.ipynb b/Getting_started.ipynb
index b6b15f2ffdcf318286ce445d2408e75c223dd996..692ee7c27bd3dbc3c280bfa84e360536979d1b29 100644
--- a/Getting_started.ipynb
+++ b/Getting_started.ipynb
@@ -27,7 +27,6 @@
    "source": [
     "We assume the data comes from a PLN model:  $ \\text{counts} \\sim  \\mathcal P(\\exp(\\text{Z}))$, where $Z$ are some unknown latent variables.\n",
     "\n",
-    "\n",
     "The goal of the package is to retrieve the latent variables $Z$ given the counts. To do so, one can instantiate a Pln or PlnPCA model, fit it and then extract the latent variables.  "
    ]
   },
@@ -41,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "5a8e0140",
    "metadata": {},
    "outputs": [],
@@ -60,7 +59,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "cee623e0",
    "metadata": {},
    "outputs": [
@@ -86,7 +85,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "ef9f6c70",
    "metadata": {},
    "outputs": [
@@ -94,11 +93,11 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Setting the offsets as the log of the sum of endog\n",
+      "Setting the offsets to zero\n",
       "Fitting a Pln model with full covariance model.\n",
       "Initialization ...\n",
       "Initialization finished\n",
-      "Tolerance 0.001 reached in 343 iterations\n"
+      "Tolerance 0.001 reached in 390 iterations\n"
      ]
     }
    ],
@@ -109,7 +108,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "ac28955b",
    "metadata": {},
    "outputs": [
@@ -120,12 +119,12 @@
       "A multivariate Poisson Lognormal with full covariance model. \n",
       "======================================================================\n",
       "     Loglike   Dimension    Nb param         BIC         AIC\n",
-      "  -172063.88         200       40200      295690      212263\n",
+      "  -172963.75         200       40200      296590      213163\n",
       "======================================================================\n",
       "* Useful properties\n",
       "    .latent_variables, .model_parameters, .latent_parameters, .optim_parameters\n",
       "* Useful methods\n",
-      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_graph(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
+      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_circle(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
       "* Additional properties for Pln\n",
       "    None\n",
       "* Additional methods for Pln\n",
@@ -147,7 +146,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "182e24a2",
    "metadata": {},
    "outputs": [
@@ -166,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "b8e7b983",
    "metadata": {},
    "outputs": [
@@ -195,7 +194,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "0a4fe7a4",
    "metadata": {
     "scrolled": true
@@ -205,12 +204,11 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Setting the offsets as the log of the sum of endog\n",
-      "----------------------------------------------------------------------\n",
-      "Fitting a PlnPCAcollection model with 5 components\n",
+      "Setting the offsets to zero\n",
+      "Fitting a PlnPCA model with  5 principal component.\n",
       "Initialization ...\n",
       "Initialization finished\n",
-      "Tolerance 0.001 reached in 4204 iterations\n"
+      "Tolerance 0.001 reached in 524 iterations\n"
      ]
     }
    ],
@@ -221,7 +219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "93db535a",
    "metadata": {},
    "outputs": [
@@ -232,12 +230,12 @@
       "A multivariate Poisson Lognormal with  5 principal component. \n",
       "======================================================================\n",
       "     Loglike   Dimension    Nb param         BIC         AIC\n",
-      "  -264724.62         200        1190      268384      265914\n",
+      "  -279843.75         200        1190      283503      281033\n",
       "======================================================================\n",
       "* Useful properties\n",
       "    .latent_variables, .model_parameters, .latent_parameters, .optim_parameters\n",
       "* Useful methods\n",
-      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_graph(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
+      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_circle(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
       "* Additional properties for PlnPCA\n",
       "    .projected_latent_variables\n",
       "* Additional methods for PlnPCA\n",
@@ -251,7 +249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "c8321820",
    "metadata": {},
    "outputs": [
@@ -269,7 +267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "id": "b3e7db70",
    "metadata": {},
    "outputs": [
@@ -297,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "id": "f81ccaf7",
    "metadata": {},
    "outputs": [
@@ -305,16 +303,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Setting the offsets as the log of the sum of endog\n",
+      "Setting the offsets to zero\n",
       "A multivariate Poisson Lognormal with  5 principal component. \n",
       "======================================================================\n",
       "     Loglike   Dimension    Nb param         BIC         AIC\n",
-      "   -264723.8         200        1190      268383      265913\n",
+      "  -279841.08         200        1190      283500      281031\n",
       "======================================================================\n",
       "* Useful properties\n",
       "    .latent_variables, .model_parameters, .latent_parameters, .optim_parameters\n",
       "* Useful methods\n",
-      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_graph(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
+      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_circle(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
       "* Additional properties for PlnPCA\n",
       "    .projected_latent_variables\n",
       "* Additional methods for PlnPCA\n",
@@ -339,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "id": "084290d5",
    "metadata": {},
    "outputs": [
@@ -347,36 +345,31 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Setting the offsets as the log of the sum of endog\n",
-      "----------------------------------------------------------------------\n",
-      "Fitting a PlnPCAcollection model with 5 components\n",
+      "Setting the offsets to zero\n",
+      "Fitting a PlnPCA model with  5 principal component.\n",
       "Initialization ...\n",
       "Initialization finished\n",
-      "Tolerance 0.001 reached in 2849 iterations\n",
-      "----------------------------------------------------------------------\n",
-      "Fitting a PlnPCAcollection model with 15 components\n",
+      "Tolerance 0.001 reached in 519 iterations\n",
+      "Fitting a PlnPCA model with  15 principal component.\n",
       "Initialization ...\n",
       "Initialization finished\n",
-      "Tolerance 0.001 reached in 6459 iterations\n",
-      "----------------------------------------------------------------------\n",
-      "Fitting a PlnPCAcollection model with 25 components\n",
+      "Tolerance 0.001 reached in 470 iterations\n",
+      "Fitting a PlnPCA model with  25 principal component.\n",
       "Initialization ...\n",
       "Initialization finished\n",
-      "Tolerance 0.001 reached in 5989 iterations\n",
-      "----------------------------------------------------------------------\n",
-      "Fitting a PlnPCAcollection model with 40 components\n",
+      "Tolerance 0.001 reached in 475 iterations\n",
+      "Fitting a PlnPCA model with  40 principal component.\n",
       "Initialization ...\n",
       "Initialization finished\n",
-      "Tolerance 0.001 reached in 3915 iterations\n",
-      "----------------------------------------------------------------------\n",
-      "Fitting a PlnPCAcollection model with 50 components\n",
+      "Tolerance 0.001 reached in 461 iterations\n",
+      "Fitting a PlnPCA model with  50 principal component.\n",
       "Initialization ...\n",
       "Initialization finished\n",
-      "Tolerance 0.001 reached in 1717 iterations\n",
+      "Tolerance 0.001 reached in 447 iterations\n",
       "======================================================================\n",
       "\n",
       "DONE!\n",
-      "    Best model(lower BIC): 25\n",
+      "    Best model(lower BIC): 40\n",
       " \n",
       "    Best model(lower AIC): 50\n",
       " \n",
@@ -392,13 +385,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "id": "65f42831",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAGdCAYAAAAPLEfqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAABqZklEQVR4nO3deVxUVf8H8M/MwAz74sImqJiJ+5oSlppJolmPppaZlZZpKZqWW9YvbTPU6knLynrqUXsezTQte9IsQjQXQiMVFUUzTFSWXBhkh5nz++PKhWEdbIZ7gc/79Tov79x75s535iDz5dxzz9EIIQSIiIiIqEZapQMgIiIiagiYNBERERFZgUkTERERkRWYNBERERFZgUkTERERkRWYNBERERFZgUkTERERkRWYNBERERFZwUHpABoTs9mMS5cuwd3dHRqNRulwiIiIyApCCFy/fh0BAQHQaqvvT2LSZEOXLl1CUFCQ0mEQERHRTUhNTUVgYGC1x5k02ZC7uzsA6UP38PBQOBoiIiKyRnZ2NoKCguTv8WoJO/rwww9Ft27dhLu7u3B3dxe333672LFjh3w8Pz9fTJ8+XTRr1ky4urqK0aNHi/T0dItz/Pnnn+Lee+8Vzs7OomXLlmLu3LmiuLjYok5sbKzo1auX0Ov14pZbbhFr1qypFMuqVatEmzZthMFgEP369RPx8fEWx62JpTZGo1EAEEajsU7PIyIidSksFGL5cqkUFiodDdm7Qaz9/rZr0vTtt9+K7du3i9OnT4vk5GTx4osvCkdHR3H8+HEhhBDPPPOMCAoKEjExMeLXX38Vt99+u+jfv7/8/JKSEtG1a1cRHh4uDh8+LHbs2CFatGghFi5cKNf5448/hIuLi3j++edFUlKSeP/994VOpxM7d+6U62zcuFHo9Xrx73//W5w4cUJMmTJFeHl5iYyMDLlObbFYg0kTEVHjkJMjBCCVnByloyF7N4gqkqaqeHt7i08//VRkZWUJR0dHsXnzZvnYyZMnBQARFxcnhBBix44dQqvVWvT4fPTRR8LDw0MU3sg058+fL7p06WLxGuPGjRMRERHy4379+onIyEj5sclkEgEBASIqKkoIIayKxRpMmoiIGoeCAiEmTpRKQYHS0ZC9G8Ta7+96m3LAZDJh48aNyM3NRVhYGBISElBcXIzw8HC5TseOHdG6dWvExcUBAOLi4tCtWzf4+vrKdSIiIpCdnY0TJ07Idcqfo7RO6TmKioqQkJBgUUer1SI8PFyuY00sRETUdBgMwNq1UjEYlI6G1NIgdh8IfuzYMYSFhaGgoABubm74+uuv0blzZxw5cgR6vR5eXl4W9X19fZGeng4ASE9Pt0iYSo+XHqupTnZ2NvLz83Ht2jWYTKYq65w6dUo+R22xVKWwsBCFhYXy4+zs7Fo+DSIiImqo7N7TFBISgiNHjiA+Ph7Tpk3DxIkTkZSUZO+XrRdRUVHw9PSUC6cbICIiarzsnjTp9Xq0b98effr0QVRUFHr06IGVK1fCz88PRUVFyMrKsqifkZEBPz8/AICfnx8yMjIqHS89VlMdDw8PODs7o0WLFtDpdFXWKX+O2mKpysKFC2E0GuWSmppq3YdCRESqlpsLeHlJJTdX6WhILQ1S78uomM1mFBYWok+fPnB0dERMTIx8LDk5GefPn0dYWBgAICwsDMeOHUNmZqZcJzo6Gh4eHujcubNcp/w5SuuUnkOv16NPnz4WdcxmM2JiYuQ61sRSFYPBAA8PD4tCRESNg9EoFVIJNTSIzYegl/PCCy+IPXv2iJSUFJGYmCheeOEFodFoxI8//iiEkG7zb926tdi1a5f49ddfRVhYmAgLC5OfXzrlwNChQ8WRI0fEzp07RcuWLauccmDevHni5MmT4oMPPqhyygGDwSDWrl0rkpKSxNSpU4WXl5fFXXm1xWIN3j1HRNQ4mExCnD4tFZNJ6WjI3g2iiikHnnzySdGmTRuh1+tFy5YtxZAhQ+SESYiyCSW9vb2Fi4uLeOCBB0RaWprFOc6dOyeGDx8unJ2dRYsWLcScOXOqnNyyZ8+eQq/Xi3bt2lU5ueX7778vWrduLfR6vejXr5/45ZdfLI5bE0tt7JU0lZQIERsrxIYN0r8lJTY9PRERUZNm7fe3RgghlO3rajyys7Ph6ekJo9Fos0t1W7cCs2YBFy6U7QsMBFauBEaPtslLEBERNWnWfn9z7TkV27oVGDsW0AgTBmEv/JGGNPhj34UBGDtWh6++YuJERGQPxcXAJ59I21OnAo6OysbT5KmkQdjTZEO27GkymYC2bYG+F7ZiJWYhCGVdTakIxGysxKGg0UhJAXS6vxk4ERFZyM0F3Nyk7ZwcwNVV2XiaPDs3iLXf3/V+9xxZZ+9eKWH6CmNxBd4Yha8Rj34AgFa4iM0Yi9tSt2LvXoUDJSJqhHQ6qad/7Fj+YaoKKmkQXp5TqfSLJqzELAAC7+J5pMMPtyMedyMGCxGFwdiFFZiNAxdHAuD/aCIiW3JyAjZvVjoKkqmkQdjTpFId/9qLIFyAFsAyLMAvCMOPuAcFcMI9+Am3Ix4J6IMOGexqIiIiqg9MmlSqe8s0edsP0uSe9+An7Med+Al3w4BCjMbXePSdXli3ThojR0RERPbDpEmltK38qz02BLHYhwHYjUFofikRkyYB7dsDq1YBeXn1FyMRUWOVlwe0aiUV/l5VAZU0CJMmtRowAAgMhICmysMCwCD8jL0YiL2Od6Pt+T2YOVO64+7NN4EKy+gREVEdCAFcuiQV3mOuAippECZNaqXTAStXQqMBhMYycRIajZRKDR0KODrizuJY7MFdOOA0GJ3/2o2XXgLatAEWLgQqrFNMRERWcHICDh+WipOT0tGQWhqESZOajR4NfPUVNK1aWezWBAYCW7YAP/wAnD0LTJ8O6PUIK9iN3RiMgy6D0Ds7FkuXCrRtC0RGAufOKfIOiIgaJJ0O6NlTKpxyQAVU0iCc3NKG7LGMCgBppsu9e4G0NMDfX7p0V/GH5sIFYOlS4F//AoqKAACH3Qdg7vXF2IW7odNp8MgjwIIFQJcutguNiIioobP2+5tJkw3ZLWmqiwsXgGXLpOSpsBAAcNzrDszOegUxGAJAg5EjpUt3oaHKhEhEpHbFxcD69dL2hAlcRkVxdm4QJk0KUEXSVOriRSl5+uQTOXk61aw/Zl1djB9xDwAN7r5bSp6GDAE0VY83JyJqkriMispwGRWyq1atgPfeA/74A5g1C3ByQserB/ADInCmZX8M1/6AXbsE7rkH6NcP+PprwGxWOmgiInXQ6YB775UKxzSpgEoahD1NNqSqnqaK0tKA5cuB1auBggIAwDnfUMy+thjbioYB0KBTJ2nM0yOPsCuaiIiaDvY0kSV/f+Ddd4GUFOD55wFnZ7TNiMc3RffifMDtGOuyAydPCk6USUREVA0mTU2Nnx/wzjtS8jRnDuDsjKBLB7E5bwQuBoZigtd2nD8vOFEmERFRBUyamipfX+Dtt6UJnObNA1xcEHDhEP6bdR8yWvfDZJ//4a+/BCfKJKImKS8PuPVWqbDXXQVU0iAc02RDqh7TVJu//pKSqA8+kO5SAHClbW8sNi3GB6n3A9DAyQl48kkpx2rbVtFoiYjsinfPqQzvniNVadlSmqLg3DnghRcANzc0P/cbVqWOxLV2fTDv1m9QUCDw4YfSmKfHHwdOnFA6aCIi+3ByAvbtkwqXUVEBlTQIe5psqEH3NFV0+TLwz38C778vZfUArt/SA/90W4xXj46EuJFvc6JMIiJq6NjTRH9PixbSKPBz54AXXwTc3eF+9igWHx2NnFt7YXnoFmhhxrZtwO23SxNk/vQTVwMnIqLGi0kT1ax5c2DJEil5+r//A9zd4XImEfPixyK3Q0+suusrOOrM2LULnCiTiBqNkhJg82aplJQoHQ2ppUF4ec6GGtXluepcvQqsWAGsXAlkZwMAikK6Yn3wy5ixeyzyCqQ8nBNlElFDxoHgKsOB4NQgNWsGvPaa1PO0eDHg6Ql98nE8sXMcjG2644sHvoS3hwknT4ITZRJRg6XVAoMGSUXLb0rlqaRB2NNkQ02ip6mirCyp12nFCnkWTFNIJ2zvvQjPxDyItExpjaCWLYHZs4Hp0wEvL4ViJSIiqgJ7mqh+eHlJPU7nzkk9UF5e0CWfxD++GI8L3l0R/cQGtGtjwl9/gRNlEhFRg8akiWzD0xN4+WUpeXr9dcDbG9rkUwhfMwG/O3XB3mfWo1tnE7KzgaVLpckxIyOl6kRERA0BkyayLU9P6S67c+eku+6aNYMmORl3rn4UR0s6I2H2f9C/XwkKCsCJMolItfLzgZ49pZKfr3Q0pJYG4ZgmG2qSY5pqc/26NBL8nXeAK1cAAOLWW3FyzP/h+UOP4IcYB7kqJ8okIrXg3XMqo5K755g02RCTphpcvy6ta/f223LyhPbtkfLIS5if+Ci2bHOQJ8a8+24peRoyBNBolAuZiJoukwnYtUvavvtuQKdTNp4mz84NwqRJAUyarJCTI12Xe+staakWAGjXDpee/D8sOv0o1m1wlOctu+02aTLykSN5yy8REdkPkyYFMGmqg5wc4KOPpOTpr7+kfcHBuPLMS3j9z8fxyRpH+bI1J8okIiJ7YtKkACZNNyE3F1i9Gli+HMjMlPa1bYvsmS/h7b8m4r2PHGE0SrtbtwbmzQOefBJwcVEuZCJq/EpKgB9+kLYjIgAHh5rrk53ZuUGYNCmASdPfkJdXljyVTuLUpg3yn38Jq65PxDvv6+XdnCiTiOyNA8FVRiUDwTlShNTBxQV4/nngjz+Ad98F/PyAP/+E86ypmPfJrTj/0sdY/V4R2rYFJ8okIrvTaqVxlbfdxjGVqqCSBmFPkw2xp8mG8vOBTz4Bli0D0tKkfUFBMC14EV+6PIE33zHIczs5OUmX7ObNkybNJCIiqgv2NFHD5uwMzJoFnD0LvPce4O8PpKZCN2MaHlnUHonTPsT/vipEaCg4USYREdULJk2kbs7OwMyZ0mW7998HWrUCLlyAdkYk7pt1C+Ie/QC7dxbgnnukaTz+8x+ga1dg1CggPl7p4ImIqDFh0kQNg5MTMGMG8Pvv0gzjrVoBFy9CM3MGBj15C368/338uq8Ao0dLE2Ju2wbcfrs0QeZPPwG8CE1EdZGfD9xxh1S4jIoKqKRBOKbJhjimqR4VFgL//jfw5pvAhQvSvoAAYMECnBowBcvec8Z//wtOlElEN4V3z6kM754j+hsMBmDaNKnn6aOPgKAg4NIlYNYsdLy3Hdb0WIE/TuRj5kzpCt+vvwKjR0uX7tatA4qLlX4DRKRmBgPw9ddSMRiUjobU0iDsabIh9jQpqKgIWLsWWLIEOH9e2ufnB8yfj8wHnsZ7n7pg1SpwokwiIqqEPU3UtOj1wNSpwJkz0lQFbdsC6enA88/D5/Z2eKPZP3H+VB6WLgV8faW8auZMqdqbbwJZWQrHT0REqsekiRoXvR6YMgU4fRr49FMpK8rIAObMgUePYCzQvY2U47n48ENwokwiqpbJBOzeLRWTSeloSC0NwstzNsTLcypUXCzNQ7BkiTRtASCtwzJvHkqmTsfG/7li6VJwokwissCB4CrDgeBE9cDRUcqCTp0C1qwBbrlF6l6aPx8O7dvi0YvLkHggB9u2weqJMkv/4PniC8X/6CEiO9FogM6dpaLRKB0NqaVB2NNkQ+xpagBKSoD164HXX5dmGweA5s2BuXMhpkdid4I7oqKA6Oiyp4wcKV26Cw0Ftm6VJiovneUAAAIDgZUrpbvziIio4bH2+5tJkw0xaWpASkqADRuAN96QBo8DQLNmwJw5wIwZ+PW0B6KipLtbS/+HdOsGHDtW+VSlf/R89RUTJyKihkgVl+eioqLQt29fuLu7w8fHB6NGjUJycrJFnYKCAkRGRqJ58+Zwc3PDmDFjkFFhNO758+cxYsQIuLi4wMfHB/PmzUNJ6ayFN+zevRu9e/eGwWBA+/btsXbt2krxfPDBB2jbti2cnJwQGhqKgwcP1jkWaiQcHKTrb0lJ0pinDh2Aq1elUeHBwbjthyXYsiYbJ04AkyZJ1atKmICypGr2bF6qIyJqzOza0zRs2DA8/PDD6Nu3L0pKSvDiiy/i+PHjSEpKguuNQVzTpk3D9u3bsXbtWnh6emLGjBnQarXYv38/AMBkMqFnz57w8/PDW2+9hbS0NDz++OOYMmUK3nzzTQBASkoKunbtimeeeQZPPfUUYmJiMHv2bGzfvh0REREAgC+//BKPP/44Vq9ejdDQUKxYsQKbN29GcnIyfHx8rIqlNuxpasBMJmDjRumyXWli7+0NPPcc8Oyz+HKnJx5+uKonlv73kbqbunWT5oDy9CwrXl6Wjyvud3PjmAkitcnPB/7xD2n722+lSXJJOaacfBjv+geKCoHTb3+LO8KdodPZ7vxWf3+LepSZmSkAiD179gghhMjKyhKOjo5i8+bNcp2TJ08KACIuLk4IIcSOHTuEVqsV6enpcp2PPvpIeHh4iMLCQiGEEPPnzxddunSxeK1x48aJiIgI+XG/fv1EZGSk/NhkMomAgAARFRVldSy1MRqNAoAwGo1W1ScVKikRYsMGITp2FELqRBLCy0scHfuq8ECWuBffiZlYKZrjL/nw3y1arRBeXkK0aSNE9+5CDBwoxP33C/Hoo0JERgrx4otCLFsmxMcfC7FxoxDffy/EgQNCnDghxIULQuTkCGE2K/3BETUuOTll/0dzcpSOpmnbskWIWwPKGsQFOSIwUNpvK9Z+fzvYLk+rnfHGdMzNmjUDACQkJKC4uBjh4eFynY4dO6J169aIi4vD7bffjri4OHTr1g2+vr5ynYiICEybNg0nTpxAr169EBcXZ3GO0jqzZ88GABQVFSEhIQELFy6Uj2u1WoSHhyMuLs7qWCoqLCxEYWGh/Dg7O/tmPxpSC50OGD8eeOghYPNmqecpKQndv1qMi1gOF+QCAN7DLBTAACM8cQ1eMMITc/AO7nllAAIDpZnHy5esrMr7jEZpRgSzWTr+dybY1Omq78mqqZerfHF2bpg9XiYTsHcvkJYG+PsDAwbApn+BUtPk4CCtV5mVBfzyC3DXXfy5UsLWrcDYsYBWGDAB/wUAFMKAixel/fU9lrTekiaz2YzZs2fjjjvuQNeuXQEA6enp0Ov18PLysqjr6+uL9PR0uU75hKn0eOmxmupkZ2cjPz8f165dg8lkqrLOqVOnrI6loqioKLz66qtWfgLUoOh0wMMPS8nTV19BvPoa3JIs5x9wQiGckAlfZMIM4EvdBPgtTIFOb91vViGkSwBVJVPVJVlV7TeZpHL1qlRuloND7ZcSa9vv5HTzr38zeDcj2UPFn6sPP+TPlRJMJqkdhABMcMAGTCg7KKQ/8mbPlu5wrq+Ett6SpsjISBw/fhz79u2rr5e0u4ULF+L555+XH2dnZyMoKEjBiMjmtFrgoYegadECGDKk+moAWplSga6dgOBgaQLNFi2kf6sqXl7QaLVwcZHWvvP3v7nwhADy8qpPsqxJwLKzpd6ukhLg8mWp3Cy9vm5JVlX79XrrXqv0L9CKozKV+guUGoem8nMlhPR/Xs3l4kXLP4iqeg+pqVJP81131c/nVi9J04wZM/Ddd9/h559/RmBgoLzfz88PRUVFyMrKsujhycjIgJ+fn1yn4l1upXe0la9T8S63jIwMeHh4wNnZGTqdDjqdrso65c9RWywVGQwGGLj8ddNg7V2UZ86UTWFQE51Omh+quqSqYtLVooXUFVSBRiNNjOvqCrRqVcf3dIMQ0gS7N9PLVbr/+nXpPEVF0tyhf/11c7EAUm9VbUmWhwfw2muVv9hK3w8AREYCt97aMC+pNMTLpFVpaO/DZAKmT6/552raNGl2koaQdNRUzOb6/Wz/Li1M6I3fAAC/oTfMKPuPnZZWf3HYNWkSQmDmzJn4+uuvsXv3bgQHB1sc79OnDxwdHRETE4MxY8YAAJKTk3H+/HmEhYUBAMLCwrBkyRJkZmbKd7lFR0fDw8MDnTt3luvs2LHD4tzR0dHyOfR6Pfr06YOYmBiMGjUKgHS5MCYmBjNmzLA6FmrCrO0KWrpUqluaOVQsly+XXVPLzJSKtby9q0+qqipWXivTaAB3d6mU+5umTsxmKXG62UuMRqP0fECalb2g4O+vA5ieDnTv/vfOQVRRZiYweLDSUdiPTif9faaGcu4c8MEHUlxOKMAh9AMAuCIHeShbRuVme+pvhl2nHJg+fTo2bNiAbdu2ISQkRN7v6ekJ5xv3b06bNg07duzA2rVr4eHhgZkzZwIADhw4AKBsyoGAgAAsX74c6enpeOyxx/DUU09VmnIgMjISTz75JHbt2oVnn3220pQDEydOxMcff4x+/fphxYoV2LRpE06dOiWPdaotltpwyoFGzGSSFqO7eLHqP0M1GinjSEmpvWujqEhKnmpKrMo/vnKl6tesjZtbzYlVxWPu7op2DZhM0qVCa5KsxERpcG5t3N2BhtYZ3FimG26I76OoSOp1rY2/v9TbpHRSYeui06mrd7D8r10nkYckSB0lnZGEfLjU6ddubVQx5QCkSWwqlTVr1sh18vPzxfTp04W3t7dwcXERDzzwgEhLS7M4z7lz58Tw4cOFs7OzaNGihZgzZ44oLi62qBMbGyt69uwp9Hq9aNeuncVrlHr//fdF69athV6vF/369RO//PKLxXFrYqkJpxxo5LZsEUKjkUr5OQNK99ny/tfySkqEyMyU5hjYvVuIr74S4qOPhHjtNSFmzhTi4YeFGDJEmq/A318IR8ebm/tArxeiVSshevYU4p57hBg/XohnnxXi9deFWL1aen8//yzEyZNCXL4shMlkn/drhdjYclM2oEQMQqx4GBvEIMQKLUrkY7GxioVIDVD5n6uaCn+u6k99/dq19vuby6jYEHuamoCqbtcKCgJWrFDP6FAhpC6b6nqyqurNysur++totXUfl+XoaJO3WPoXaL8LW7ECsxCEsvZIRSBmYyUOBY22yV+g1HTYskOZbKc+fu1y7TkFMGlqIhrjxEB5ebUnVuXLjTnX6szLq27jsmqYhvmX+VvR762xAITFelDmG7OzH5z3FW5frpJElhqM0rvnAMvEiWtMKsvev3aZNCmASRM1GUVF0lgra3uzrly5udt1XFyqTqaaNwfeegvi2jVUNQRDANAEBkojSRt6Qkv1butWYPZME/IuXYMTCtAOf+B84B3450odEyal5OYCERHSXSJvvilNAWPD/9vWfn/X64zgRNRI6PXSn3vW3rZiMgHXrtWtN6u4WOoB+/NPqVShujGrGkDqy9frpeLoWPZvQ9rW2nVNdarGaGzFULwAd5wGACQjBC5oBg1WAmDWVO+2bgVmzgQuXZIeR0QoNtsoe5psiD1NRDZSOi6ruqTq4EGpr76x02rVkbzd7HZDTPpuXJ8rFjqsxSQAwCSshaPGJB3n9bn6Vd1soza+XsrLcwpg0kRUT3bvtm6ynM2bgb59pcuJxcVlpfxjNW03Ng0t6dNqgZ49y3o0KuJI8PpVOjK/umnBbdgevDxHRI3XgAHSL8vabnN64IGG8+UmhPQlYY+krL4Sv4rM5rLZShuD0nU73NykiY00mrICWD6urdS1fn28htpiyshQ3ToqTJqIqOHR6aTxDGPHSr9cq7rNacWKhpMwAVLcpbMMNkSlSZ8aeuxu5jlVJX3VaSxJYGNRj+uoNND/nUTU5I0eLY1nqDiBS2CguubNairKJ301TBWhWkIAu3YB4eEAgFw4oz3OwgElSEYHuKBcorR+PRAaWjbXYunz61Lq+hy11a+P1zh7Fli9uva2q8d1VDimyYY4polIAY1x3ixSRrnZLXOFM9riHADgHNrCFXkc01Tf6nG2UY5pIqKmQaert/EM1MiVu+zrqsnHX8Kn7FhDvezbkKnwMnwDvB+UiIjITkov+7ZqZbk/MJDTDShBZe3By3M2xMtzRESNBC/7qoud24OX54iIiG5SQbEOk/91FwDgs88AJ+ZLyiouBv71L2n7s88US2DZ02RD7GkiImoccnOl6ZgAICcHcHVVNp4mz84Nwp4mIiKim6TXA+++W7ZNClNJg7CnyYbY00RERNTwWPv9zbvniIiIiKzAy3NEREQVmM3A+fPSduvW0lq+pCCVNAiTJiIiogry84HgYGmbA8FVQCUNwqSJiIioCi4uSkdAFlTQIEyaiIiIKnB1le5yJ5VQSYPwKi0RERGRFZg0EREREVmBSRMREVEFhYXAlClSKSxUOhpSS4Nwcksb4uSWRESNA5dRURkuo0JERKROjo7AG2+UbZPCVNIg7GmyIfY0ERERNTxcRoWIiIjIhnh5joiIqAIhgMuXpe0WLQCNRtl4mjyVNAiTJiIiogry8gAfH2mbA8FVQCUNwstzRERERFZgTxMREVEFrq7SFSFSCZU0CHuaiIiIiKzApImIiIjICkyaiIiIKigsBGbPlgqXUVEBlTQIJ7e0IU5uSUTUOHAZFZXhMipERETq5OgIvPhi2TYpTCUNwp4mG2JPExERUcPDZVSIiIiIbIiX54iIiCoQQpqEGgBcXLiMiuJU0iDsaSIiIqogL08ad+zmVvZdTQpSSYMwaSIiIiKyAi/PERERVeDiIt3ZXrpNClNJgzBpIiIiqkCj4dxMqqKSBuHlOSIiIiIrMGkiIiKqoKgIeOklqRQVKR0NqaVBOLmlDXFySyKixoHLqKgMl1EhIiJSJwcHYNassm1SmEoahD1NNsSeJiIiooZHFcuo/Pzzz7j//vsREBAAjUaDb775xuK4EAKLFi2Cv78/nJ2dER4ejjNnzljUuXr1KiZMmAAPDw94eXlh8uTJyCm97fCGxMREDBgwAE5OTggKCsLy5csrxbJ582Z07NgRTk5O6NatG3bs2FHnWIiIiKjpsmvSlJubix49euCDDz6o8vjy5cvx3nvvYfXq1YiPj4erqysiIiJQUFAg15kwYQJOnDiB6OhofPfdd/j5558xdepU+Xh2djaGDh2KNm3aICEhAW+99RZeeeUVfPLJJ3KdAwcOYPz48Zg8eTIOHz6MUaNGYdSoUTh+/HidYiEiIqImTNQTAOLrr7+WH5vNZuHn5yfeeusteV9WVpYwGAziiy++EEIIkZSUJACIQ4cOyXW+//57odFoxMWLF4UQQnz44YfC29tbFBYWynUWLFggQkJC5McPPfSQGDFihEU8oaGh4umnn7Y6FmsYjUYBQBiNRqufQ0RE6pOTI4S04Jm0TQqzc4NY+/2t2JQDKSkpSE9PR3h4uLzP09MToaGhiIuLAwDExcXBy8sLt912m1wnPDwcWq0W8fHxcp2BAwdCr9fLdSIiIpCcnIxr167Jdcq/Tmmd0texJpaqFBYWIjs726IQERFR46RY0pSeng4A8PX1tdjv6+srH0tPT4ePj4/FcQcHBzRr1syiTlXnKP8a1dUpf7y2WKoSFRUFT09PuQQFBdXyromIqCFwcQEyM6XCZVRUQCUNwskt/4aFCxfCaDTKJTU1VemQiIjIBjQaoGVLqWg0SkdDamkQxZImPz8/AEBGRobF/oyMDPmYn58fMjMzLY6XlJTg6tWrFnWqOkf516iuTvnjtcVSFYPBAA8PD4tCREREjZNiSVNwcDD8/PwQExMj78vOzkZ8fDzCwsIAAGFhYcjKykJCQoJcZ9euXTCbzQgNDZXr/PzzzyguLpbrREdHIyQkBN7e3nKd8q9TWqf0dayJhYiImo6iImDJEqlwGRUVUEuD2HwIejnXr18Xhw8fFocPHxYAxD//+U9x+PBh8eeffwohhFi6dKnw8vIS27ZtE4mJiWLkyJEiODhY5Ofny+cYNmyY6NWrl4iPjxf79u0Tt956qxg/frx8PCsrS/j6+orHHntMHD9+XGzcuFG4uLiIjz/+WK6zf/9+4eDgIN5++21x8uRJsXjxYuHo6CiOHTsm17Emltrw7jkiosaBd8+pjErunrNr0hQbGysAVCoTJ04UQki3+r/88svC19dXGAwGMWTIEJGcnGxxjitXrojx48cLNzc34eHhIZ544glx/fp1izpHjx4Vd955pzAYDKJVq1Zi6dKllWLZtGmT6NChg9Dr9aJLly5i+/btFsetiaU2TJqIiBqHggIhnnpKKgUFSkdD9m4Qa7+/uYyKDXEZFSIiooZHFcuoEBERETUWTJqIiIiIrMCkiYiIqILcXMDVVSq5uUpHQ2ppEAfFXpmIiEjF8vKUjoAsqKBBmDQRERFV4OwMpKSUbZPCVNIgTJqIiIgq0GqBtm2VjoJkKmkQjmkiIiIisgJ7moiIiCooLgY++EDajowEHB2VjafJU0mDcHJLG+LklkREjUNuLuDmJm3n5Eg3bZGC7Nwg1n5/s6eJiIioAp0OeOSRsm1SmEoahD1NNsSeJiIiooaHy6gQERER2RCTJiIiIiIrMGkiIiKqIDcXaNlSKlxGRQVU0iAcCE5ERFSFy5eVjoAsqKBBmDQRERFV4OwMHD9etk0KU0mDMGkiIiKqQKsFunRROgqSqaRBmDQpwGQyobi4WOkwiEjlHB0doeMkQUSqwaSpHgkhkJ6ejqysLKVDIaIGwsvLC35+ftBoNEqH0qQUFwNr10rbkyZxGRXFqaRBOLmlDdU2OVZaWhqysrLg4+MDFxcX/hIkomoJIZCXl4fMzEx4eXnB399f6ZCaFC6jojJcRqVpMZlMcsLUvHlzpcMhogbA+caA18zMTPj4+PBSXT3S6YCRI8u2SWEqaRAmTfWkdAyTi4uLwpEQUUNS+jujuLiYSVM9cnICvvlG6ShIppIG4eSW9YyX5IioLvg7g0g9mDQRERERWYFJEzV4kyZNwqhRo+x2fo1Gg29U0C1MRPUnLw9o21YqeXlKR0NqaRAmTVSjSZMmQaPRyKV58+YYNmwYEhMTLepVlVjExsbi3nvvRfPmzeHi4oLOnTtjzpw5uHjxok1jXLlyJdaW3ooK4K677sLs2bNtdv60tDQMHz7cZucjIvUTAvjzT6nwHnMVUEmDMGlqYEwmYPdu4IsvpH9NJvu/5rBhw5CWloa0tDTExMTAwcEB9913X43P+fjjjxEeHg4/Pz9s2bIFSUlJWL16NYxGI9555x2bxGUymWA2m+Hp6QkvLy+bnLO8oqIiAICfnx8MBoPNz09E6uXkBBw8KBUnJ6WjIdU0iCCbMRqNAoAwGo2VjuXn54ukpCSRn59/0+ffskWIwEAhpDRbKoGB0n57mThxohg5cqTFvr179woAIjMzU94HQHz99ddCCCFSU1OFXq8Xs2fPrvKc165dq/b1rl27JqZOnSp8fHyEwWAQXbp0Ef/73/+EEEKsWbNGeHp6im3btolOnToJnU4nUlJSLGKcOHGiAGBRUlJShBBCHDt2TAwbNky4uroKHx8f8eijj4q//vpLfu1BgwaJyMhIMWvWLNG8eXNx1113VXpvQgiRmJgoBg8eLJycnESzZs3ElClTxPXr1yt9Zm+99Zbw8/MTzZo1E9OnTxdFRUU1fdREVbLF7w4iqllN39/lsaepgdi6FRg7FrhwwXL/xYvS/q1b6yeOnJwc/Pe//0X79u2rnW9q8+bNKCoqwvz586s8Xl2vkNlsxvDhw7F//37897//RVJSEpYuXWpxm3VeXh6WLVuGTz/9FCdOnICPj4/FOVauXImwsDBMmTJF7h0LCgpCVlYW7r77bvTq1Qu//vordu7ciYyMDDz00EMWz1+3bh30ej3279+P1atXV4oxNzcXERER8Pb2xqFDh7B582b89NNPmDFjhkW92NhYnD17FrGxsVi3bh3Wrl1rcQmRiIgaHs7T1ACYTMCsWVVfxhUC0GiA2bOleb/sMY3Ld999B7cbM7Hm5ubC398f3333HbTaqnPuM2fOwMPDo84zGP/00084ePAgTp48iQ4dOgAA2rVrZ1GnuLgYH374IXr06FHlOTw9PaHX6+Hi4gI/Pz95/6pVq9CrVy+8+eab8r5///vfCAoKwunTp+XXu/XWW7F8+fJqY9ywYQMKCgrw+eefw/XGjLSrVq3C/fffj2XLlsHX1xcA4O3tjVWrVkGn06Fjx44YMWIEYmJiMGXKlDp9JkSkjJIS4Msvpe1x4wAHflsqSyUNwp6mBmDv3so9TOUJAaSmSvXsYfDgwThy5AiOHDmCgwcPIiIiAsOHD8eff/5ZTTzipuaWOXLkCAIDA+UEpip6vR7du3ev87mPHj2K2NhYuLm5yaVjx44AgLNnz8r1+vTpU+N5Tp48iR49esgJEwDccccdMJvNSE5Olvd16dLFoofM398fmZmZdY6biJRRWAg8+qhUCguVjobU0iDMnRuAtDTb1qsrV1dXtG/fXn786aefwtPTE//617/wxhtvVKrfoUMHGI1GpKWl1am3qXTJiNrq3ExClpOTI/cGVVQ+RlcbrWfkWGExSY1GA7PZbJNzE5H9abVAeHjZNilMJQ3CH4UGwNq8o77W89RoNNBqtcjPz6/y+NixY6HX66u9zJWVlVXl/u7du+PChQs4ffr034pPr9fDVOG2wt69e+PEiRNo27Yt2rdvb1Hqkih16tQJR48eRW5urrxv//790Gq1CAkJ+VtxE5F6ODsD0dFSseLvObI3lTQIk6YGYMAAIDBQGrtUFY0GCAqS6tlDYWEh0tPTkZ6ejpMnT2LmzJlyz01VgoKC8O6772LlypWYPHky9uzZgz///BP79+/H008/jddff73K5w0aNAgDBw7EmDFjEB0djZSUFHz//ffYuXNnneJt27Yt4uPjce7cOVy+fBlmsxmRkZG4evUqxo8fj0OHDuHs2bP44Ycf8MQTT1RKsGoyYcIEODk5YeLEiTh+/DhiY2Mxc+ZMPPbYY/J4JiIiapyYNDUAOh2wcqW0XTFxKn28YoX9Fn7euXMn/P394e/vj9DQUPmusbvuuqva50yfPh0//vgjLl68iAceeAAdO3bEU089BQ8PD8ydO7fa523ZsgV9+/bF+PHj0blzZ8yfP79OSQ0AzJ07FzqdDp07d0bLli1x/vx5BAQEYP/+/TCZTBg6dCi6deuG2bNnw8vLq9oB7VVxcXHBDz/8gKtXr6Jv374YO3YshgwZglWrVtUpRiIiang0QnCuU1vJzs6Gp6cnjEYjPDw8LI4VFBQgJSUFwcHBcLrJibm2bpXuois/KDwoSEqYRo/+G4ETkWrZ4ncH1V1eHtC3r7R96BDg4qJsPE2enRukpu/v8jgQvAEZPVqaVmDvXmnQt7+/dEnOXj1MRERNlRBAUlLZNilMJQ3CpKmB0emAGq6KERGRDTg5AbGxZdukMJU0CJMmIiKiCvgHqsqopEE4EJyIiIjICuxpIiIiqqCkBPjuO2n7vvu4jIriVNIg/DEgIiKqoLAQeOABaTsnh0mT4lTSIPwxICIiqkCrBfr3L9smhamkQZg0ERERVeDsDOzfr3QUJFNJgzB/JiIiIrICkyZq8O666y7Mnj3bLuc+d+4cNBoNjhw5YpfzExFRw8GkiawSFxcHnU6HESNGVDpWXWKxZcsW3HXXXfD09ISbmxu6d++O1157DVevXrVpbFu3brVYBLht27ZYsWKFTc4dFBSEtLQ0dO3a1SbnI6KGIT9fWrWjb19pmxSmkgZh0tTQmEzA7t3AF19I/9ZxMdub9dlnn2HmzJn4+eefcenSpVrrv/TSSxg3bhz69u2L77//HsePH8c777yDo0eP4j//+Y9NYioqKgIANGvWDO7u7jY5Z8Xz63Q6+Pn5wYG3zhA1KWYz8OuvUjGblY6GVNMggiysWrVKtGnTRhgMBtGvXz8RHx9v9XONRqMAIIxGY6Vj+fn5IikpSeTn5998cFu2CBEYKIS08o5UAgOl/XZ0/fp14ebmJk6dOiXGjRsnlixZYnE8JSVFABCHDx8WQggRHx8vAIgVK1ZUeb5r165V+1qpqani4YcfFt7e3sLFxUX06dNH/PLLL0IIIRYvXix69Ogh/vWvf4m2bdsKjUYjhBBi0KBBYtasWfI2AItSau/eveLOO+8UTk5OIjAwUMycOVPk5OTIx9u0aSNee+018dhjjwl3d3cxceLESu9NCCF2794t+vbtK/R6vfDz8xMLFiwQxcXF8vFBgwaJmTNninnz5glvb2/h6+srFi9eXNvHTFQlm/zuoDorLhbiu++kUu6/NynFzg1S0/d3eexpKufLL7/E888/j8WLF+O3335Djx49EBERgczMTKVDA7ZuBcaOBS5csNx/8aK0f+tWu730pk2b0LFjR4SEhODRRx/Fv//9b4gaFkxcv3493NzcMH369CqPe3l5Vbk/JycHgwYNwsWLF/Htt9/i6NGjmD9/Pszl/qr4/fffsWXLFmzdurXKcUZbt25FYGAgXnvtNaSlpSEtLQ0AcPbsWQwbNgxjxoxBYmIivvzyS+zbtw8zZsyweP7bb7+NHj164PDhw3j55Zcrnf/ixYu499570bdvXxw9ehQfffQRPvvsM7zxxhsW9datWwdXV1fEx8dj+fLleO211xAdHV3tZ0ZE6uLgAIwYIRV2NKuAWhrE5ulaA9avXz8RGRkpPzaZTCIgIEBERUVZ9Xy79TSVlFTuYSpfNBohgoKkenbQv39/udeouLhYtGjRQsTGxsrHK/bGDB8+XHTv3r3Or/Pxxx8Ld3d3ceXKlSqPL168WDg6OorMzEyL/eV7moSQeozeffddizqTJ08WU6dOtdi3d+9eodVq5TZp06aNGDVqlEWdiu/txRdfFCEhIcJsNst1PvjgA+Hm5iZMJpMcz5133mlxnr59+4oFCxbU/AEQVYE9TUT2x56mOioqKkJCQgLCw8PlfVqtFuHh4YiLi1MwMgB791buYSpPCCA1VapnY8nJyTh48CDGjx8PAHBwcMC4cePw2Wef1RBO9b1QNTly5Ah69eqFZs2aVVunTZs2aNmyZZ3PffToUaxduxZubm5yiYiIgNlsRkpKilzvtttuq/E8J0+eRFhYGDQajbzvjjvuQE5ODi6Ua6Pu3btbPM/f318dPZZEZBWTCYiOlko9DR2lmqikQdjpeMPly5dhMpng6+trsd/X1xenTp2q8jmFhYUoLCyUH2dnZ9snuBuXmGxWrw4+++wzlJSUICAgQN4nhIDBYMCqVavg6elZ6TkdOnTAvn37UFxcDEdHR6tfy9nZudY6rq6uVp+vvJycHDz99NN49tlnKx1r3br13z5/RRXft0ajsbjMSETqVlAADB0qbefkADb61UA3SyUNwp6mvyEqKgqenp5yCQoKss8L+fvbtp6VSkpK8Pnnn+Odd97BkSNH5HL06FEEBATgiy++qPJ5jzzyCHJycvDhhx9WeTwrK6vK/d27d8eRI0f+9pQEer0epgp/ifTu3RtJSUlo3759paLX660+d6dOnRAXF2fRm7Z//364u7sjMDDwb8VNROqh1QI9ekiFy6iogEoahD8KN7Ro0QI6nQ4ZGRkW+zMyMuDn51flcxYuXAij0SiX1NRU+wQ3YAAQGAiUuyRkQaMBgoKkejb03Xff4dq1a5g8eTK6du1qUcaMGVPtJbrQ0FDMnz8fc+bMwfz58xEXF4c///wTMTExePDBB7Fu3boqnzd+/Hj4+flh1KhR2L9/P/744w9s2bKlzpdH27Zti59//hkXL17E5cuXAQALFizAgQMHMGPGDBw5cgRnzpzBtm3bKg0Er8306dORmpqKmTNn4tSpU9i2bRsWL16M559/Hlr+ZiVqNJydgSNHpGJFJzjZm0oahL/lb9Dr9ejTpw9iYmLkfWazGTExMQgLC6vyOQaDAR4eHhbFLnQ6YOVKabti4lT6eMUKqZ4NffbZZwgPD6/yEtyYMWPw66+/IjExscrnLlu2DBs2bEB8fDwiIiLQpUsXPP/88+jevTsmTpxY5XP0ej1+/PFH+Pj44N5770W3bt2wdOlS6Or4vl577TWcO3cOt9xyizz+qXv37tizZw9Onz6NAQMGoFevXli0aJHFZUdrtGrVCjt27MDBgwfRo0cPPPPMM5g8eTL+7//+r07nISKihkcjbnbUbiP05ZdfYuLEifj444/Rr18/rFixAps2bcKpU6cqjXWqSnZ2Njw9PWE0GislUAUFBUhJSUFwcDCcnJxuLsCtW4FZsywHhQcFSQnT6NE3d04iUjWb/O4gohrV9P1dHgeClzNu3Dj89ddfWLRoEdLT09GzZ0/s3LnTqoSpXoweDYwcKd0ll5YmjWEaMMDmPUxERE1dfj4wfLi0/f33vESnOJU0CHuabMjuPU1E1OTwd4cycnMBNzdpm3fPqYCdG4Q9TURERDfJYAA2bSrbJoWppEGYNBEREVXg4AA8+KDSUZBMJQ3Cu+eIiIiIrMCeJiIiogpMJuCXX6Tt22/n/TaKU0mDMGkiIiKqoKAAuPNOaZsDwVVAJQ3CpImIiKgCjQZo375smxSmkgZh0kRERFSBiwtw5ozSUZBMJQ3CgeDUKLRt2xYrVqxo8K+xe/duaDQaeVHjtWvXwsvLSz7+yiuvoGfPnjd9/trON2nSJIwaNeqmz/932OPzrfh52pqSnxcR1T8mTVSjSZMmQaPRYOnSpRb7v/nmG2gU6CKt+KVf6tChQ5g6dWq9x2Nv48aNw+nTp+12/rlz51qst9jY9O/fH2lpafL6idX9/NyslStXYu3atTY7HxGpG5OmhsZsAjJ2A+e+kP41m+z+kk5OTli2bBmuXbtm99e6WS1btoSLi4vSYdics7MzfHx87HZ+Nzc3NG/e3G7nV1JxcTH0ej38/PxsnuCbTCaYzWZ4enraNAkj9SgoAEaMkEpBgdLRkFoahElTQ5K6Ffi2LRAzGDjwiPTvt22l/XYUHh4OPz8/REVF1Vhv3759GDBgAJydnREUFIRnn30Wubm58vG0tDSMGDECzs7OCA4OxoYNGypdkvnnP/+Jbt26wdXVFUFBQZg+fTpycnIASJdannjiCRiNRmg0Gmg0GrzyyisALC/tPPLIIxg3bpxFbMXFxWjRogU+//xzAIDZbEZUVBSCg4Ph7OyMHj164KuvvqrT53L+/HmMHDkSbm5u8PDwwEMPPYSMjAyLOm+88QZ8fHzg7u6Op556Ci+88EKdLq/V1jNy9uxZtGvXDjNmzIAQAoWFhZg7dy5atWoFV1dXhIaGYvfu3dU+v7rLfW+//Tb8/f3RvHlzREZGori4WD527do1PP744/D29oaLiwuGDx+OMxXGGmzZsgVdunSBwWBA27Zt8c4771gcz8zMxP333y//LKxfv96qz+Pf//63fF5/f3/MmDFDPqbRaPDRRx/hH//4B1xdXbFkyRKLy3M1/fzU9rmVtsO3336Lzp07w2Aw4Pz585UuzxUWFuLZZ5+Fj48PnJyccOedd+LQoUPy8dJ4YmJicNttt8HFxQX9+/dHcnKyVe+f6o/JBOzYIRWT/f82pdqopEGYNDUUqVuBvWOBvAuW+/MuSvvtmDjpdDq8+eabeP/993HhwoUq65w9exbDhg3DmDFjkJiYiC+//BL79u2z+FJ7/PHHcenSJezevRtbtmzBJ598gszMTIvzaLVavPfeezhx4gTWrVuHXbt2Yf78+QCkSy0rVqyAh4cH0tLSkJaWhrlz51aKZcKECfjf//4nJ1sA8MMPPyAvLw8PPPAAACAqKgqff/45Vq9ejRMnTuC5557Do48+ij179lj1mZjNZowcORJXr17Fnj17EB0djT/++MMiWVu/fj2WLFmCZcuWISEhAa1bt8ZHH31k1fmtkZiYiDvvvBOPPPIIVq1aBY1GgxkzZiAuLg4bN25EYmIiHnzwQQwbNqxSUlOT2NhYnD17FrGxsVi3bh3Wrl1rcQlq0qRJ+PXXX/Htt98iLi4OQgjce++9cmKVkJCAhx56CA8//DCOHTuGV155BS+//HKlc6SmpiI2NhZfffUVPvzww0o/CxV99NFHiIyMxNSpU3Hs2DF8++23aF96N80Nr7zyCh544AEcO3YMTz75pMWxmn5+rPnc8vLysGzZMnz66ac4ceJElT2A8+fPx5YtW7Bu3Tr89ttvaN++PSIiInD16lWLei+99BLeeecd/Prrr3BwcKgUKylPrwfWrJGKXq90NKSaBhFkM0ajUQAQRqOx0rH8/HyRlJQk8vPz635iU4kQXwcKsR7VFI0QXwdJ9Wxs4sSJYuTIkUIIIW6//Xbx5JNPCiGE+Prrr0X5H5/JkyeLqVOnWjx37969QqvVivz8fHHy5EkBQBw6dEg+fubMGQFAvPvuu9W+/ubNm0Xz5s3lx2vWrBGenp6V6rVp00Y+T3FxsWjRooX4/PPP5ePjx48X48aNE0IIUVBQIFxcXMSBAwcszjF58mQxfvz4amMp/xo//vij0Ol04vz58/LxEydOCADi4MGDQgghQkNDRWRkpMU57rjjDtGjR49qXyM2NlYAENeuXavy/S5evFj06NFD7N+/X3h7e4u3335bPvbnn38KnU4nLl68aHHOIUOGiIULF9Z4vlITJ04Ubdq0ESUlZT9LDz74oPzZnT59WgAQ+/fvl49fvnxZODs7i02bNgkhhHjkkUfEPffcYxHDvHnzROfOnYUQQiQnJ1t8TkII+eejpp+FgIAA8dJLL1V7HICYPXu2xb7aPk8hrP/cAIgjR45Y1Cn//yMnJ0c4OjqK9evXy8eLiopEQECAWL58uUU8P/30k1xn+/btAkC1vxv+1u8OIrJKTd/f5bGnqSH4a2/lHiYLAshLlerZ0bJly7Bu3TqcPHmy0rGjR49i7dq1cHNzk0tERATMZjNSUlKQnJwMBwcH9O7dW35O+/bt4e3tbXGen376CUOGDEGrVq3g7u6Oxx57DFeuXEFeXp7VcTo4OOChhx6SL/nk5uZi27ZtmDBhAgDg999/R15eHu655x6LeD///HOcPXvWqtc4efIkgoKCEBQUJO/r3LkzvLy85M8nOTkZ/fr1s3hexcc34/z587jnnnuwaNEizJkzR95/7NgxmEwmdOjQweJ97dmzx+r3BQBdunSBrtxsu/7+/nIv0MmTJ+Hg4IDQ0FD5ePPmzRESEiK/75MnT+KOO+6wOOcdd9yBM2fOwGQyyefo06ePfLxjx441XobMzMzEpUuXMGTIkBpjv+2226x+n6Ws/dz0ej26d+9e7XnOnj2L4uJii/fu6OiIfv36Vfo/U/48/v7+AFBrTxsRKY/zNDUE+Wm2rXeTBg4ciIiICCxcuBCTJk2yOJaTk4Onn34azz77bKXntW7d2qo7wM6dO4f77rsP06ZNw5IlS9CsWTPs27cPkydPRlFRUZ0Gek+YMAGDBg1CZmYmoqOj4ezsjGHDhsmxAsD27dvRqlUri+cZGsBy5i1btkRAQAC++OILPPnkk/Dw8AAgvS+dToeEhASLpAeQBnxby9HR0eKxRqOB2Wz++4H/Dc7OzlbVc72JWYKt/dycnZ1tNqC8/Gdcek6lP2OyZDIBx45J2926cRkVxamkQZg0NQTO/rat9zcsXboUPXv2REhIiMX+3r17IykpqdIYk1IhISEoKSnB4cOH5R6G33//3eKOvISEBJjNZrzzzjvQaqVO0E2bNlmcR6/Xw2TFIMD+/fsjKCgIX375Jb7//ns8+OCD8hdV+YG8gwYNsv7Nl9OpUyekpqYiNTVV7m1KSkpCVlYWOnfuLL/nQ4cO4fHHH5efV35Q8M1ydnbGd999h3vvvRcRERH48ccf4e7ujl69esFkMiEzMxMDBgz4269TlU6dOqGkpATx8fHo378/AODKlStITk6W33enTp2wf/9+i+ft378fHTp0gE6nQ8eOHVFSUoKEhAT07dsXgNQrV9NcSu7u7mjbti1iYmIwePDgm46/qp8fW31ut9xyC/R6Pfbv3482bdoAkG5AOHToEGbPnn3T5yVlFBQAvXpJ21xGRQVU0iC8PNcQtBwAuAQCqO6vXA3gEiTVs7Nu3bphwoQJeO+99yz2L1iwAAcOHMCMGTNw5MgRnDlzBtu2bZMHgnfs2BHh4eGYOnUqDh48iMOHD2Pq1KkWf723b98excXFeP/99/HHH3/gP//5D1avXm3xOm3btkVOTg5iYmJw+fLlGi/bPfLII1i9ejWio6PlS3OA9AU8d+5cPPfcc1i3bh3Onj2L3377De+//z7WrVtn1ecQHh4ufxa//fYbDh48iMcffxyDBg2SLxHNnDkTn332GdatW4czZ87gjTfeQGJiok16K1xdXbF9+3Y4ODhg+PDhyMnJQYcOHTBhwgQ8/vjj2Lp1K1JSUnDw4EFERUVh+/btf/s1AeDWW2/FyJEjMWXKFOzbtw9Hjx7Fo48+ilatWmHkyJEAgDlz5iAmJgavv/46Tp8+jXXr1mHVqlXyoOuQkBAMGzYMTz/9NOLj45GQkICnnnqq1t6kV155Be+88w7ee+89nDlzRm6zuqjq58dWn5urqyumTZuGefPmYefOnUhKSsKUKVOQl5eHyZMn1ylOUp5GAwQESIXLqKiAShqESVNDoNUBfVbeeFDxh+XG4z4rpHr14LXXXqt0KaF79+7Ys2cPTp8+jQEDBqBXr15YtGgRAgIC5Dqff/45fH19MXDgQDzwwAOYMmUK3N3d4eTkBADo0aMH/vnPf2LZsmXo2rUr1q9fX2mag/79++OZZ57BuHHj0LJlSyxfvrzaOCdMmICkpCS0atWq0hib119/HS+//DKioqLQqVMnDBs2DNu3b0dwcLBVn4FGo8G2bdvg7e2NgQMHIjw8HO3atcOXX35p8foLFy7E3Llz0bt3b6SkpGDSpEny+/273Nzc8P3330MIgREjRiA3Nxdr1qzB448/jjlz5iAkJASjRo3CoUOH0Lp1a5u8JgCsWbMGffr0wX333YewsDAIIbBjxw65J693797YtGkTNm7ciK5du2LRokV47bXXLC7prlmzBgEBARg0aBBGjx6NqVOn1jof1cSJE7FixQp8+OGH6NKlC+6777463RUIVP/zY6vPbenSpRgzZgwee+wx9O7dG7///jt++OGHSmP3SP1cXICLF6XSCKeAa3hU0iAaIYRQ7NUbmezsbHh6esJoNMrjTEoVFBQgJSUFwcHBN/+lmboVSJhlOSjcJUhKmIJG33zgCrlw4QKCgoLkwd9NwT333AM/Pz/85z//UToUaiBs8ruDiGpU0/d3eRzT1JAEjQZajZTukstPk8YwtRxQbz1Mf9euXbuQk5ODbt26IS0tDfPnz0fbtm0xcOBApUOzi7y8PKxevRoRERHQ6XT44osv8NNPPyE6Olrp0IiI6CYwaWpotDrA9y6lo7gpxcXFePHFF/HHH3/A3d0d/fv3x/r16yvdrdVYaDQa7NixA0uWLEFBQQFCQkKwZcsWhIeHKx0aEdWioAB47DFp+z//AdjJpzCVNAgvz9mQ3S/PEVGTw98dysjNBUpnnODdcypg5wbh5TkiIqKbpNcDq1aVbZPCVNIgTJrqGTv2iKgu+DtDGY6OQGSk0lGQTCUNwikH6knpuJ26LAdCRFT6O6Oxjv0jakjY01RPdDodvLy85PWlXFxcbLYkAxE1PkII5OXlITMzE15eXpWWeCH7MpuB0qUHb7kF0LKLQVkqaRAmTfXIz88PABfmJCLreXl5yb87qP7k5wMdOkjbHAiuAippECZN9Uij0cDf3x8+Pj4oLi5WOhwiUjlHR0f2MCnI01PpCMiCChqESZMCdDodfxESEamYqytQwxrSVN9U0iC8SktERERkBSZNRERERFZg0kRERFRBYSEwaZJUCguVjobU0iBcRsWGrJ2GnYiI1I3LqKgMl1EhIiJSJ0dHYPnysm1SmEoahD1NNsSeJiIioobH2u9vjmkiIiIisgIvzxEREVVgNgNpadK2vz+XUVGcShqESRMREVEF+flAYKC0zYHgKqCSBmHSREREVAUHfkOqiwoaRPkIiIiIVMbVFeASoSqikgbhVVoiIiIiKzBpIiIiIrICkyYiIqIKCguByEipcBkVFVBJg3BySxvi5JZERI0Dl1FRGS6jQkREpE6OjsDixWXbpDCVNAh7mmyIPU1EREQND5dRISIiIrIhXp4jIiKqQAjAaJS2PT0BjUbZeJo8lTQIkyYiIqIK8vIAb29pmwPBVUAlDWK3y3NLlixB//794eLiAi8vryrrnD9/HiNGjICLiwt8fHwwb948lJSUWNTZvXs3evfuDYPBgPbt22Pt2rWVzvPBBx+gbdu2cHJyQmhoKA4ePGhxvKCgAJGRkWjevDnc3NwwZswYZGRk1DkWIiIiarrsljQVFRXhwQcfxLRp06o8bjKZMGLECBQVFeHAgQNYt24d1q5di0WLFsl1UlJSMGLECAwePBhHjhzB7Nmz8dRTT+GHH36Q63z55Zd4/vnnsXjxYvz222/o0aMHIiIikJmZKdd57rnn8L///Q+bN2/Gnj17cOnSJYwePbpOsRARUdPh4gIUFUnFxUXpaEg1DSLsbM2aNcLT07PS/h07dgitVivS09PlfR999JHw8PAQhYWFQggh5s+fL7p06WLxvHHjxomIiAj5cb9+/URkZKT82GQyiYCAABEVFSWEECIrK0s4OjqKzZs3y3VOnjwpAIi4uDirY7GG0WgUAITRaLT6OURERKQsa7+/Fbt7Li4uDt26dYOvr6+8LyIiAtnZ2Thx4oRcJzw83OJ5ERERiIuLAyD1ZiUkJFjU0Wq1CA8Pl+skJCSguLjYok7Hjh3RunVruY41sVSlsLAQ2dnZFoWIiIgaJ8WSpvT0dIskBYD8OD09vcY62dnZyM/Px+XLl2EymaqsU/4cer2+0riqinVqi6UqUVFR8PT0lEtQUJA1b52IiFSuqAiYN08qRUVKR0NqaZA6JU0vvPACNBpNjeXUqVP2ilV1Fi5cCKPRKJfU1FSlQyIiIhsoLgbeflsqxcVKR0NqaZA6TTkwZ84cTJo0qcY67dq1s+pcfn5+le5yK72jzc/PT/634l1uGRkZ8PDwgLOzM3Q6HXQ6XZV1yp+jqKgIWVlZFr1NFevUFktVDAYDDAaDVe+XiIgaDkdHYO7csm1SmEoapE5JU8uWLdGyZUubvHBYWBiWLFmCzMxM+Pj4AACio6Ph4eGBzp07y3V27Nhh8bzo6GiEhYUBAPR6Pfr06YOYmBiMGjUKAGA2mxETE4MZM2YAAPr06QNHR0fExMRgzJgxAIDk5GScP39ePo81sRARUdOh1wNvvaV0FCRTS4PYayT6n3/+KQ4fPixeffVV4ebmJg4fPiwOHz4srl+/LoQQoqSkRHTt2lUMHTpUHDlyROzcuVO0bNlSLFy4UD7HH3/8IVxcXMS8efPEyZMnxQcffCB0Op3YuXOnXGfjxo3CYDCItWvXiqSkJDF16lTh5eVlcSfcM888I1q3bi127dolfv31VxEWFibCwsLk49bEYg3ePUdERNTwWPv9bbekaeLEiQJApRIbGyvXOXfunBg+fLhwdnYWLVq0EHPmzBHFxcUW54mNjRU9e/YUer1etGvXTqxZs6bSa73//vuidevWQq/Xi379+olffvnF4nh+fr6YPn268Pb2Fi4uLuKBBx4QaWlpFnWsiaU2TJqIiBoHs1mIoiKpmM1KR0P2bhBrv781QgihWDdXI2PtKslERKRuubmAm5u0zWVUVMDODWLt97diUw4QERERNSRcsJeIiKgCFxfg2rWybVKYShqESRMREVEFGg1QzVrzpASVNAgvzxERERFZgT1NREREFRQVAW++KW2/+KI0TRApSCUNwrvnbIh3zxERNQ68e05lVHL3HHuaiIiIKnBwAKZPL9smhamkQdjTZEPsaSIiImp4OE8TERERkQ0xaSIiIiKyApMmIiKiCnJzAUdHqeTmKh0NqaVBOLyNiIioCiUlSkdAFlTQIEyaiIiIKnB2Bi5cKNsmhamkQZg0ERERVaDVAq1aKR0FyVTSIBzTRERERGQF9jQRERFVUFQErFwpbc+axWVUFKeSBuHkljbEyS2JiBoHLqOiMlxGhYiISJ0cHICJE8u2SWEqaRD2NNkQe5qIiIgaHi6jQkRERGRDTJqIiIiIrMCkiYiIqILcXMDLSypcRkUFVNIgHN5GRERUBaNR6QjIggoahEkTERFRBc7OwOnTZdukMJU0CJMmIiKiCrRa4NZblY6CZCppEI5pIiIiIrICe5qIiIgqKC4GPvlE2p46FXB0VDaeJk8lDcLJLW2Ik1sSETUOXEZFZbiMChERkTrpdMDYsWXbpDCVNAiTJiIiogqcnIDNm5WOgmR6R2BVJJCfBhh/AfQDAG39J09MmoiIiEi9UrcCCbOAvAtl+1wCgT4rgaDR9RoK754jIiKqyGwCMnYD576Q/jWblI6oaUrdCuwda5kwAUDeRWl/6tZ6DYdJExERUXmpW5G3uSNadboVrXoPRN6Oe4Fv29b7F3STZzZJPUwQQCGAGTdKIaR9AJAwu14TWl6eIyIiKnWjZ0MUOOPStVYAACE0ZT0bA76q90tCN0UIQJgBYQJEyY1/bxRzhcflj9/MMXMVdUVJuf03+Rr5F8t6mBwAPA5AB0Ajv0kgLxX4ay/ge1e9fKxMmoiIqGkwmwBzAWCqUEr3leQBB6cCEHDW5+PPlUHQaKRtuWfjlycB48lyCUlVCUPFxOBmj9Ulaal4rJFdTtQB6Hdj21zhWH5avYXBpImIGjazSfpLMz8NcPYHWipzVw3VQgjAXHQjSSmsPnGRH1tRp2K9ahOiG3VEidXharUCrVtcqHyg2Agk/p8NPxiFaHQVioP0/6Z0u8r9FY5pHSqfw5bHcs8Bv39SOfaKA4uc/evjEwPApImIGjIV3VWjemZTNQlGYS0JR7l6f7eOmmgcAJ0B0DkBWifpX1MhkF9FolSRzyDAvcPNJwiKJydaQKOp/X0qzWwCLu2QLo2iqnm4NdL/95YD6i0kJk1E1DCV3lVT8ZepGseeCCH1ctijd8WaHhZzAWAuVvpTsKS9kbCUL6XJi85Qbruq43+3jkFKKCrK2A3EDAYAFJc4YP3+CQCACXesh6NDuV6qbq/U2xiaJk2rk/4A2jsWKAGw/8b+OwA43Ej6+qyo155lLqNiQ1xGhaiemE3S3UwVb0OW3fgL9B8p0i9UYa7QC1JD70rFXhib9MAUoOq/lBWi0QI657onKlUlOtaco1IdvRSD2sg/VxeRW+AMt8m5AICcz1zh6pSHSj9XVD9StwL7ZwLjL0mPPwPQLEhKmGz0hxGXUSGixsNsAgovAwUZQEE6kBFbQ8IEyHfVbPYERLE0lkZN5OSjtkTF2iSkjnWq6mUhi54NndaMe3tuBwDotCbIt2zVc88GQUqM/hEBDBki9bIOWQYEDVGkHdjTZEPsaSKqAyGAoqtAfnpZMlSQceNxhe3Cv6TeIlvQaG8uUbHZpSGV9rJQmSrHytm2Z4PUhT1NRFT/hACKs2tIgG4kR/npQGFmHcfZaACnloCTn5R4XP219qeE/RfwHcReFqqboNFAq5G8K5Mq4W8PIqpdSW7NCVD5nqK63iWlbwY4+wFOvlJC5OQHOFexbWhRlvCUG3tS4101bR7mFx3dHK2Og72pEiZNRE2VqaD2BKg0USrJrdu5HT1uJDzlkyHfG4/LbRt8AJ2+7rGXv6sGGlgmThx7Qn9fXh7Qo4e0ffQo4OKibDxNnkoahEkTUWNiLgYKMm8kQKXJT4Xt0mSo2Fi3c+tcKic9FtvlkiMHZ/u8v/KCRkvTClQ5T9MKjj2hv0UI4Pffy7ZJYSppECZNRHVV3zNQy3eO1dATVLqv8Erdzq01VE56qtt2dLPP+/s7OPaE7MTJCdi3r2ybFKaSBmHSRFQXtpqBWpiBomtV3ylW8ZJZXe8c0zgATj7WXR5z9GwYMwPXhGNPyA50OuCOO5SOgmQqaRAmTUTWqm0G6js3A35Dah4nJG9n1GkdLIs7x2q7PGZoxlvaiYjsgEkTkTXMJqmHqco7tW7s2ze27uc1NLfsCaru8lj5O8eIyO5KSoCvv5a2H3gAcOB/P2WppEHs9ufouXPnMHnyZAQHB8PZ2Rm33HILFi9ejKIiy5l5ExMTMWDAADg5OSEoKAjLly+vdK7NmzejY8eOcHJyQrdu3bBjxw6L40IILFq0CP7+/nB2dkZ4eDjOnDljUefq1auYMGECPDw84OXlhcmTJyMnJ6fOsVAT9dfeWmagLsfRU1rM02cg0PpBoMNMoMcSIPRTYNB3wLBfgVGpwLhCYMxlYMQJYEgMcMcGoM8/gc7zgXYTgYAIwLuHlDgxYSKqV4WFwEMPSaWwUOloSC0NYrffxKdOnYLZbMbHH3+M9u3b4/jx45gyZQpyc3Px9ttvA5Bm4Bw6dCjCw8OxevVqHDt2DE8++SS8vLwwdepUAMCBAwcwfvx4REVF4b777sOGDRswatQo/Pbbb+jatSsAYPny5Xjvvfewbt06BAcH4+WXX0ZERASSkpLgdGPA2IQJE5CWlobo6GgUFxfjiSeewNSpU7FhwwarY6EmqugakPyedXVD1wK3TLRrOERkf1otMGhQ2TYpTC0NIurR8uXLRXBwsPz4ww8/FN7e3qKwsFDet2DBAhESEiI/fuihh8SIESMszhMaGiqefvppIYQQZrNZ+Pn5ibfeeks+npWVJQwGg/jiiy+EEEIkJSUJAOLQoUNyne+//15oNBpx8eJFq2OpjdFoFACE0Wi0+jmkYoVZQiS+KsQmTyHWw7qSHqt01EREVEfWfn/Xa7pmNBrRrFkz+XFcXBwGDhwIvb5scruIiAgkJyfj2rVrcp3w8HCL80RERCAuLg4AkJKSgvT0dIs6np6eCA0NlevExcXBy8sLt912m1wnPDwcWq0W8fHxVsdSUWFhIbKzsy0KNQLF14ETUcC3wcCxxdJ8Rp5dpJmrq6WR1qZqOaDewiQiovpVb0nT77//jvfffx9PP/20vC89PR2+vr4W9Uofp6en11in/PHyz6uujo+Pj8VxBwcHNGvWrNbXKf8aFUVFRcHT01MuQUFBNX0EpHYluUDSW8C37YCjL0qX5Tw6AndsBO5NBEL/BWm26Yq36HMGaiKipqDOSdMLL7wAjUZTYzl16pTFcy5evIhhw4bhwQcfxJQpU2wWvNIWLlwIo9Eol9TUVKVDoptRkg+celdKlo7MlyaSdGsPhP0HuPc40GacdAt/6QzULq0sn+8SKO3nDNREjUZ+PtCzp1Ty85WOhtTSIHUeCD5nzhxMmjSpxjrt2rWTty9duoTBgwejf//++OSTTyzq+fn5ISMjw2Jf6WM/P78a65Q/XrrP39/fok7Pnj3lOpmZmRbnKCkpwdWrV2t9nfKvUZHBYIDBYKjyGDUApgLg90+BpDel2aQBwDUY6LYIaPto1XescQZqoibBbJaWOCvdJoWppEHqnDS1bNkSLVu2tKruxYsXMXjwYPTp0wdr1qyBtsKI97CwMLz00ksoLi6Go6MjACA6OhohISHw9vaW68TExGD27Nny86KjoxEWFgYACA4Ohp+fH2JiYuQkKTs7G/Hx8Zg2bZp8jqysLCQkJKBPnz4AgF27dsFsNiM0NNTqWKiRMBUBf/wbOLGkbBoBl9ZA1/8D2k0CtI41P58zUBM1ek5OwI8/lm2TwtTSIPYaiX7hwgXRvn17MWTIEHHhwgWRlpYml1JZWVnC19dXPPbYY+L48eNi48aNwsXFRXz88cdynf379wsHBwfx9ttvi5MnT4rFixcLR0dHcezYMbnO0qVLhZeXl9i2bZtITEwUI0eOFMHBwSI/P1+uM2zYMNGrVy8RHx8v9u3bJ2699VYxfvz4OsVSG949p3KmIiF+/1SIb9qU3e22tZUQpz8UoqRA6eiIiEgh1n5/2y1pWrNmjYA0VXKlUt7Ro0fFnXfeKQwGg2jVqpVYunRppXNt2rRJdOjQQej1etGlSxexfft2i+Nms1m8/PLLwtfXVxgMBjFkyBCRnJxsUefKlSti/Pjxws3NTXh4eIgnnnhCXL9+vc6x1IRJk0qZioU4u1aIbe3KkqUtfkKcek+Ikvzan09ERI2atd/fGiFEVetC0E3Izs6Gp6cnjEYjPDw8lA6HzCbgz43A8VeB6zdmiDe0BDq/ANw6DXBwVjY+IlKtkhLghx+k7YgILqOiODs3iLXf3/wxoMZHmIHzXwHHXgGyT0r7DM2BTvOBDpGAg6ui4RGR+hUWAvfdJ23n5DBpUpxKGoQ/BtR4CDNw4RsgcTFgPC7t03sDneZK6785uisaHhE1HFotUDofMpdRUQGVNAiTJmr4hAAufgccWwRcOyLtc/QAOj4PhMwG9J5KRkdEDZCzM3DokNJRkEwlDcKkiRouIYC0nUDiIuDqr9I+BzcpUer0vNTLREREZCNMmqjhEQJI/0lKlq78Iu3TuQAhM4GOcwGnFsrGR0REjRKTJmpYMmKlZOmvfdJjnRNwayTQeT7g5FPzc4mIrJSfD5SuA//TT9LVIVKQShqESRM1DJn7pDFLGbHSY60BuPUZoPMCaSkTIiIbMpuBAwfKtklhKmkQJk2kbpd/kXqW0qOlx1pH4JYpQJcXKy+cS0RkIwYD8PXXZdukMJU0CJMmUqcrvwLHFgOXdkiPNQ7ALU8CXV4CXFsrGxsRNXoODsCoUUpHQTKVNAiTJlKXa0ekeZYufis91uiA4InSYrpuwYqGRkRETRuTJlKHrONSz1LqVumxRgu0mQB0fRnwuFXZ2IioyTGZgL17pe0BAwCdTtl4mjyVNAiTJlKW8SRw7FXg/CZI6zlrgDYPA10XAZ4dlY6OiJqoggJg8GBpOycHcOXqS8pSSYMwaSJlZJ8Gjr8GnNsAKVkCEDQW6PYK4NVFyciIiKDRAJ07l22TwlTSIEyaqH7l/AEcfx1I+VxaKw4AAkdJyZJ3DyUjIyKSubgAJ04oHQXJVNIgTJqofuT+CRx/A/hjDSBM0r6A+4DurwDN+igaGhERkTWYNJF95V0Aji8B/vgMMBdL+/wjgG6vAi1ClY2NiIioDpg0kX3kXQKSlgK/fwyYi6R9vkOA7q8CLe9QNjYiolrk5wP/+Ie0/e23XEZFcSppECZNZFv5GUDSMuD3jwBTgbTPZyDQ7TXAd5CysRERWclslpY4K90mhamkQZg0kW0U/AWcfAs4vQow5Uv7WoQB3V8HfO/m7SdE1KAYDMB//1u2TQpTSYNohBBCsVdvZLKzs+Hp6Qmj0QgPDw+lw6kfhVeBU+8AySuBklxpX/N+Us+S/1AmS0REpHrWfn+zp4luTlEWcOpdqZRcl/Z59wa6vwYE3MtkiYiIGh0mTVQ3xdlA8nvAyXeA4ixpn1d36W64wJFMloioUTCZgN9+k7Z79+YyKopTSYMwaSLrFOdI45VOvgUUXZX2eXaWkqWg0dJacUREjURBAdCvn7TNZVRUQCUNwqSJalaSB5z5ULojrvCytM+9gzSDd+uHAC3//CKixkejAdq0KdsmhamkQZg0UdVK8oHfPwGSooCCDGmf2y1At8VAm/GAlj86RNR4ubgA584pHQXJVNIg/OYjS6ZC4OynwIk3gfxL0j7XtkDXRUDwY0yWiIioyeI3IElMRdK6cCeWAHmp0j6XIKDr/wHBkwCdXtHwiIiIlMakqakzFwMp/wGOvw7knpP2OQcAXV4CbpkM6DirGxE1PQUFwMMPS9sbNwJOTsrG0+SppEGYNDVV5hLg3Abg+GtAzllpn5Mv0HkhcOvTgI6/IYio6TKZgG3byrZJYSppECZNTY3ZBJzfBBx/FchOlvYZWgKdFwC3TgMcXJSNj4hIBfR64JNPyrZJYSppEC6jYkOqXkZFmIHULcCxVwBjkrRP3wzoPB+4NRJwdFM0PCIiIqVwGRWSCAFc+AY4thjIOibtc/QCOs0FQmYCjipL7oiIiFSKSVNjJQRwaTuQuAi4dlja5+gBhDwHdJwN6L2UjI6ISNXMZuDkSWm7UydAy0UPlKWSBmHS1NgIAaT9ICVLVw9J+xzcgJBZQMfnAUMzZeMjImoA8vOBrl2lbS6jogIqaRAmTY2FEEBGjJQsXY6T9ulcgA4zgE7zAKcWysZHRNTAtOCvTXVRQYMwaWoIzCbgr71Afhrg7A+0HGC55lvGHuDYIiDzZ+mxzgm4dTrQaT7g7KtMzEREDZirK/DXX0pHQTKVNAiTJrVL3QokzALyLpTtcwkE+qyU5lVKXARk7JL2a/VA+2eALi9IyRURERHZDJMmNUvdCuwdC6DCrBB5F4C9Y8oeax2BW54CurwoJVRERERkc0ya1MpsknqYKiZMFbV7Cuj2f4Brm3oJi4ioKSgoACZPlrY/+4zLqChOJQ3CyS1tyKaTW2bsBmIG115vSCzge9ffey0iIrKQmwu43Zjzl3fPqYCdG4STWzZ0+Wm2rUdERFbT64F33y3bJoWppEGYNKmVtQO5OeCbiMjmHB2B2bOVjoJkKmkQznGqVi0H3BjUrammggZwCZLqERERkd0xaVIrrU6aVgBA5cTpxuM+KyznayIiIpswm4Fz56RiNisdDamlQZg0qVnQaGDAV4BLK8v9LoHS/qDRysRFRNTI5ecDwcFSyc9XOhpSS4NwTJPaBY0GWo2seUZwIiKyORcXpSMgCypoECZNDYFWx2kFiIjqkaurdJc7qYRKGoSX54iIiIisYNek6R//+Adat24NJycn+Pv747HHHsOlS5cs6iQmJmLAgAFwcnJCUFAQli9fXuk8mzdvRseOHeHk5IRu3bphx44dFseFEFi0aBH8/f3h7OyM8PBwnDlzxqLO1atXMWHCBHh4eMDLywuTJ09GTk5OnWMhIiKipsmuSdPgwYOxadMmJCcnY8uWLTh79izGjh0rH8/OzsbQoUPRpk0bJCQk4K233sIrr7yCTz75RK5z4MABjB8/HpMnT8bhw4cxatQojBo1CsePH5frLF++HO+99x5Wr16N+Ph4uLq6IiIiAgUFBXKdCRMm4MSJE4iOjsZ3332Hn3/+GVOnTq1TLERE1DQUFgJTpkilsFDpaEg1DSLq0bZt24RGoxFFRUVCCCE+/PBD4e3tLQoLC+U6CxYsECEhIfLjhx56SIwYMcLiPKGhoeLpp58WQghhNpuFn5+feOutt+TjWVlZwmAwiC+++EIIIURSUpIAIA4dOiTX+f7774VGoxEXL160OpbaGI1GAUAYjUarn0NEROqTkyMEIJWcHKWjIXs3iLXf3/U2punq1atYv349+vfvD0dHRwBAXFwcBg4cCH25KdEjIiKQnJyMa9euyXXCw8MtzhUREYG4uDgAQEpKCtLT0y3qeHp6IjQ0VK4TFxcHLy8v3HbbbXKd8PBwaLVaxMfHWx1LRYWFhcjOzrYoRETU8Dk6Am+8IZUbX1mkJJU0iN2TpgULFsDV1RXNmzfH+fPnsW3bNvlYeno6fH19LeqXPk5PT6+xTvnj5Z9XXR0fHx+L4w4ODmjWrFmtr1P+NSqKioqCp6enXIKCgmr6KIiIqIHQ64GXXpIK155TAZU0SJ2TphdeeAEajabGcurUKbn+vHnzcPjwYfz444/Q6XR4/PHHIYSw6ZtQysKFC2E0GuWSmpqqdEhERERkJ3Wep2nOnDmYNGlSjXXatWsnb7do0QItWrRAhw4d0KlTJwQFBeGXX35BWFgY/Pz8kJGRYfHc0sd+fn7yv1XVKX+8dJ+/v79FnZ49e8p1MjMzLc5RUlKCq1ev1vo65V+jIoPBAIPBUONnQUREDY8QwOXL0naLFoCmumVAqX6opEHq3NPUsmVLdOzYscair6brzHxjvZjCGyPfw8LC8PPPP6O4uFiuEx0djZCQEHh7e8t1YmJiLM4THR2NsLAwAEBwcDD8/Pws6mRnZyM+Pl6uExYWhqysLCQkJMh1du3aBbPZjNDQUKtjISKipiEvD/DxkUpentLRkFoaRCPsdK0sPj4ehw4dwp133glvb2+cPXsWL7/8MjIyMnDixAkYDAYYjUaEhIRg6NChWLBgAY4fP44nn3wS7777rjwdwIEDBzBo0CAsXboUI0aMwMaNG/Hmm2/it99+Q9euXQEAy5Ytw9KlS7Fu3ToEBwfj5ZdfRmJiIpKSkuDk5AQAGD58ODIyMrB69WoUFxfjiSeewG233YYNGzYAgFWx1MZoNMLLywupqanw8PCww6dKRET1ITcXCAiQti9dkiakJgXZuUGys7MRFBSErKwseHp6Vl/R5vft3ZCYmCgGDx4smjVrJgwGg2jbtq145plnxIULFyzqHT16VNx5553CYDCIVq1aiaVLl1Y616ZNm0SHDh2EXq8XXbp0Edu3b7c4bjabxcsvvyx8fX2FwWAQQ4YMEcnJyRZ1rly5IsaPHy/c3NyEh4eHeOKJJ8T169frHEtNUlNTBQAWFhYWFhaWBlhSU1Nr/J63W09TU2Q2m3Hp0iW4u7tDY+PrraVZMHux1IHtoS5sD7IH/lypiz3bQwiB69evIyAgAFpt9SOXuGCvDWm1WgQGBtr1NTw8PPifV0XYHurC9iB74M+VutirPWq8LHcDF+wlIiIisgKTJiIiIiIrMGlqIAwGAxYvXsx5oVSC7aEubA+yB/5cqYsa2oMDwYmIiIiswJ4mIiIiIiswaSIiIiKyApMmIiIiIiswaSIiIiKyApMmFXvllVeg0WgsSseOHZUOq8n4+eefcf/99yMgIAAajQbffPONxfFJkyZVap9hw4YpE2wTEBUVhb59+8Ld3R0+Pj4YNWoUkpOTLercddddldrkmWeeUShiaoiWLl0KjUaD2bNny/sKCgoQGRmJ5s2bw83NDWPGjEFGRoZyQTZytX33KdkeTJpUrkuXLkhLS5PLvn37lA6pycjNzUWPHj3wwQcfVFtn2LBhFu3zxRdf1GOETcuePXsQGRmJX375BdHR0SguLsbQoUORm5trUW/KlCkWbbJ8+XKFIqaG5tChQ/j444/RvXt3i/3PPfcc/ve//2Hz5s3Ys2cPLl26hNGjRysUZdNQ03efku3BZVRUzsHBAX5+fkqH0SQNHz4cw4cPr7GOwWBg+9STnTt3Wjxeu3YtfHx8kJCQgIEDB8r7XVxc2CZUZzk5OZgwYQL+9a9/4Y033pD3G41GfPbZZ9iwYQPuvvtuAMCaNWvQqVMn/PLLL7j99tuVCrlRq+67T+n2YE+Typ05cwYBAQFo164dJkyYgPPnzysdEpWze/du+Pj4ICQkBNOmTcOVK1eUDqnJMBqNAIBmzZpZ7F+/fj1atGiBrl27YuHChcjLy1MiPGpgIiMjMWLECISHh1vsT0hIQHFxscX+jh07onXr1oiLi6vvMJuM6r77lG4P9jSpWGhoKNauXYuQkBCkpaXh1VdfxYABA3D8+HG4u7srHV6TN2zYMIwePRrBwcE4e/YsXnzxRQwfPhxxcXHQ6XRKh9eomc1mzJ49G3fccQe6du0q73/kkUfQpk0bBAQEIDExEQsWLEBycjK2bt2qYLSkdhs3bsRvv/2GQ4cOVTqWnp4OvV4PLy8vi/2+vr5IT0+vpwiblpq++5RuDyZNKlb+0lD37t0RGhqKNm3aYNOmTZg8ebKCkREAPPzww/J2t27d0L17d9xyyy3YvXs3hgwZomBkjV9kZCSOHz9eaYzf1KlT5e1u3brB398fQ4YMwdmzZ3HLLbfUd5jUAKSmpmLWrFmIjo6Gk5OT0uEQav7uc3Z2VjAyXp5rULy8vNChQwf8/vvvSodCVWjXrh1atGjB9rGzGTNm4LvvvkNsbCwCAwNrrBsaGgoAbBOqVkJCAjIzM9G7d284ODjAwcEBe/bswXvvvQcHBwf4+vqiqKgIWVlZFs/LyMjg2Ll6Uv67z8/PT9H2YNLUgOTk5ODs2bPw9/dXOhSqwoULF3DlyhW2j50IITBjxgx8/fXX2LVrF4KDg2t9zpEjRwCAbULVGjJkCI4dO4YjR47I5bbbbsOECRPkbUdHR8TExMjPSU5Oxvnz5xEWFqZg5E1H+e++Pn36KNoevDynYnPnzsX999+PNm3a4NKlS1i8eDF0Oh3Gjx+vdGhNQk5OjkUPRUpKCo4cOYJmzZqhWbNmePXVVzFmzBj4+fnh7NmzmD9/Ptq3b4+IiAgFo268IiMjsWHDBmzbtg3u7u7y+AVPT084Ozvj7Nmz2LBhA+699140b94ciYmJeO655zBw4MBKt5ATlXJ3d7cYFwcArq6uaN68ubx/8uTJeP7559GsWTN4eHhg5syZCAsL451zdlLTd5+np6ey7SFItcaNGyf8/f2FXq8XrVq1EuPGjRO///670mE1GbGxsQJApTJx4kSRl5cnhg4dKlq2bCkcHR1FmzZtxJQpU0R6errSYTdaVbUFALFmzRohhBDnz58XAwcOFM2aNRMGg0G0b99ezJs3TxiNRmUDpwZn0KBBYtasWfLj/Px8MX36dOHt7S1cXFzEAw88INLS0pQLsJGr7btPyfbQCCGE/VMzIiIiooaNY5qIiIiIrMCkiYiIiMgKTJqIiIiIrMCkiYiIiMgKTJqIiIiIrMCkiYiIiMgKTJqIiIiIrMCkiYiIiMgKTJqIiIiIrMCkiYiIiMgKTJqIiIiIrMCkiYiIiMgK/w8NjbWO2Zws9wAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -413,7 +406,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "id": "7d0d778f",
    "metadata": {},
    "outputs": [
@@ -428,13 +421,13 @@
       " - Ranks considered:[5, 15, 25, 40, 50]\n",
       " - BIC metric:\n",
       "        rank           5          15          25          40          50\n",
-      "   criterion      268473      201896      191725      191802      194696\n",
+      "   criterion      283514      203932      193979      193961      196587\n",
       "\n",
-      "   Best model(lower BIC): 25\n",
+      "   Best model(lower BIC): 40\n",
       " \n",
       " - AIC metric:\n",
       "        rank           5          15          25          40          50\n",
-      "   criterion      266004      195472      181556      176403      176070\n",
+      "   criterion      281045      197509      183810      178563      177961\n",
       "\n",
       "   Best model(lower AIC): 50\n",
       "----------------------------------------------------------------------\n",
@@ -469,7 +462,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "id": "a4b86b44",
    "metadata": {},
    "outputs": [
@@ -480,12 +473,12 @@
       "A multivariate Poisson Lognormal with  50 principal component. \n",
       "======================================================================\n",
       "     Loglike   Dimension    Nb param         BIC         AIC\n",
-      "  -167095.75         200        8975      194696      176070\n",
+      "  -168986.17         200        8975      196587      177961\n",
       "======================================================================\n",
       "* Useful properties\n",
       "    .latent_variables, .model_parameters, .latent_parameters, .optim_parameters\n",
       "* Useful methods\n",
-      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_graph(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
+      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_circle(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
       "* Additional properties for PlnPCA\n",
       "    .projected_latent_variables\n",
       "* Additional methods for PlnPCA\n",
@@ -507,7 +500,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 16,
    "id": "abace013",
    "metadata": {},
    "outputs": [
@@ -515,15 +508,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "A multivariate Poisson Lognormal with  25 principal component. \n",
+      "A multivariate Poisson Lognormal with  40 principal component. \n",
       "======================================================================\n",
       "     Loglike   Dimension    Nb param         BIC         AIC\n",
-      "  -176656.73         200        4900      191725      181556\n",
+      "  -171143.24         200        7420      193961      178563\n",
       "======================================================================\n",
       "* Useful properties\n",
       "    .latent_variables, .model_parameters, .latent_parameters, .optim_parameters\n",
       "* Useful methods\n",
-      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_graph(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
+      "    .show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_circle(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()\n",
       "* Additional properties for PlnPCA\n",
       "    .projected_latent_variables\n",
       "* Additional methods for PlnPCA\n",
@@ -545,13 +538,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 17,
    "id": "8be11bac",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -567,13 +560,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 18,
    "id": "212f3777",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -598,7 +591,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 19,
    "id": "20407247",
    "metadata": {},
    "outputs": [],
@@ -610,20 +603,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 20,
    "id": "29830551",
    "metadata": {},
    "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot: >"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
     {
      "data": {
       "image/png": "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",
@@ -651,15 +634,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 21,
    "id": "18bde994",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 1000x1000 with 1 Axes>"
+       "<Figure size 600x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -667,21 +650,21 @@
     }
    ],
    "source": [
-    "pln.plot_pca_correlation_graph([\"var_1\",\"var_2\"], indices_of_variables = [0,1])\n",
+    "pln.plot_pca_correlation_circle([\"var_1\",\"var_2\"], indices_of_variables = [0,1])\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 22,
    "id": "fda1732e",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk4AAAJOCAYAAABBWYj1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAACZMUlEQVR4nOzdd1hUZ8IF8DMzMHSQjkoRpCNVjYhi7y2WaDQajZpoTHaTbLKbZE02Zc3GJKvJl2wSNZq40dXYS+y9i52mooAgiApSpcO07w+XWUdQQWe4U87veXice2fmznkB4fDeO/eKVCqVCkRERET0WGKhAxAREREZChYnIiIiomZicSIiIiJqJhYnIiIiomZicSIiIiJqJhYnIiIiomZicSIiIiJqJhYnIiIiomYyEzqAoZHL5bh79y4sLCwgFrN3EhERGTqlUom6ujo4ODjAzOzR1YjFqYXu3r2L69evCx2DiIiItKxDhw5wdnZ+5GNYnFrIwsICwL1PrpWVlVa3rVAokJ6ejsDAQEgkEq1uW19wjMaBYzQepjBOjtE46HKMNTU1uH79uvp3/KOwOLVQw+45KysrWFtba3XbCoUCAGBtbW3U3/gAx2joOEbjYQrj5BiNQ2uMsTmH4PAgHSIiIqJmYnEiIiIiaiYWJyIiIqJmYnEiIiIiaiYWJyIiIqJmYnEiIiIiaiYWJyIiIqJmYnEiIiIiaiYWJyIiIqJmYnEiIiIiaiYWJyIiIqJmYnEiIiIiaiYWJyIiIqJmYnEiIiIiaiYWJyIiIqJmYnEiIiIiaiYWJyIiIqJmMqjidPbsWbz66qvo2bMngoKCsH///sc+5/Tp0xgzZgw6deqEgQMHYtOmTY0es2rVKvTr1w/h4eEYP348UlJSdBGfiIiIDJxBFafq6moEBQXh448/btbjb9y4gdmzZ6Nbt27YunUrpk2bhg8//BDHjh1TP2bnzp2YP38+Xn/9dWzevBnBwcGYOXMmiouLdTUMIiIiMlBmQgdoid69e6N3797NfvyaNWvg6emJ999/HwDQsWNHnD9/Hv/+978RHx8PAFi+fDkmTJiAcePGAQA+/fRTHD58GBs3bsSsWbO0PwgiIiIyWAZVnFoqKSkJ3bt311jXs2dPfP755wCA+vp6XLp0CbNnz1bfLxaLERcXh8TExEduW6FQQKFQaDVvw/a0vV19wjEaB0Mao0qlQn19Perq6lBXV/fQ20qlEiqVSv0hl8uRnZ2NwsJCSCQSiEQi9YeZmRmkUiksLCxgYWHR5G1zc3OIRCKhh/9YhvS1fFIco3HQ5Rhbsk2jLk5FRUVwcXHRWOfi4oLKykrU1tbi7t27UCgUcHZ21niMs7MzsrKyHrnt9PR0redtkJqaqrNt6wuO0TgINUaVSoW6ujpUV1ejqqpK/XH/ck1NDerr6yGTyR65LYlEAnNzc0gkEgDQKEgikQhZWVkahQoA5HI5ZDIZlErlQ7crEokglUphbm4OGxsbWFtbw8bGRv1x/7K5ubn2PjlPiN+vxoFj1D2jLk66FBgYCGtra61uU6FQIDU1FeHh4eof4saGYzQOrTFGpVKJ0tJSFBUVoaioCMXFxSgpKUFFRQUqKioaFSIbGxvY2dnBxcUFtra2sLOzU88CPWxWyMLC4qH5HzfGhlmpx81m1dTUoKqqCuXl5aioqEBBQQFqa2s1tmVhYQF7e3vY29vD0dERLi4ucHV1hYuLC+zs7HQ6c8XvV+PAMT6d6urqZk+IGHVxcnFxQVFRkca6oqIi2NrawtLSEmKxGBKJpNGB4MXFxY1mqh4kkUh09s2py23rC47ROGhjjPX19SguLkZhYaG6JDUUpYbpc6lUChcXFzg5OcHLywv29vaws7NT/2tnZyfI/0czMzNYWlq2eJv19fXqAthQqMrLy1FeXo68vDwkJyc3GnvDR0OhcnJy0uqY+f1qHDjGJ99mcxl1cYqKisLRo0c11p08eRJRUVEA7v1ACgsLQ0JCAgYMGADg3l+5CQkJmDJlSmvHJTJ6MpkM+fn5uHnzpvqjpKREfX/DjJGPjw+6dOmiLgu6nnVpbVKpFM7Ozo0OE2igVCpRVlbWqEymp6erZ6vEYjHc3NzQvn179YerqyvEYoN6szSRwTGo4lRVVYXc3Fz1cl5eHtLS0uDg4IB27dph4cKFKCgowFdffQUAmDhxIlatWoWvvvoK48aNw6lTp7Br1y4sWbJEvY3p06fjvffeQ6dOnRAREYFff/0VNTU1GDt2bKuPj8iYKJVKFBUVaZSkgoICKJVKmJmZoW3btggMDISHhwdcXV3h7Oz8RLM3xkgsFsPJyQlOTk4ICgpSr1epVKiurkZhYSEKCwtx+/Zt5OXl4cKFC1CpVDA3N0e7du00ypSDg4NRlU4ioRlUcbp48SKmTp2qXp4/fz4AYMyYMfjiiy/UP0gaeHl5YcmSJZg/fz5WrFgBDw8PfPbZZ+pTEQDAsGHDUFJSgu+++w6FhYUICQnBsmXLHrurjog0yeVy5OXlISsrC7m5ubh16xbq6+shEong6uqK9u3bo3Pnzmjfvj3c3NyMfneCLohEIvUB5R06dFCvr6+vx+3bt9UF9fLlyzh58iSAe8d+tW/fHj4+PvDz84OHhweLFNFTMKji1K1bN1y9evWh93/xxRdNPmfLli2P3O6UKVO4a46ohVQqFfLz85GTk4OsrCzk5ORAJpPB2toaPj4+6NWrF9q3b4927drBwsJC6LhGTSqVwsfHBz4+Pup1lZWVuHXrFm7evIm8vDwcPnwY+/btg7W1NXx9feHn5wc/Pz/Y29sLmJzI8BhUcSIiYZWVlSErKwuZmZk4ceIEHBwc1L+0+/TpwxkNPWJra4vAwEAEBgYC0JwRzMrKwvbt26FSqeDg4AAAMDc3h7+/v9bfLUxkbFiciOihlEolbty4gbS0NKSnp6OkpAQikQgeHh4IDg7GwIED0aFDB5iZ8UeJvjMzM0OHDh3QoUMH9OvXD7W1tbh+/ToyMjJw7NgxbNiwARKJRP21DQkJgaurK0sw0QP4046INCgUCmRnZyMtLQ1XrlxBVVUV7OzsEBQUpC5KUqkUSUlJ8PX15bFKBsrS0hLBwcEICAhAu3bt4Ovri9zcXGRmZuLkyZM4dOgQnJ2dERISgpCQELRr144liggsTkSEe6cJuHbtGtLS0nD16lXU1tbC0dERkZGRCAkJgaenp8YvTWO+rIOpcnBwQFRUFKKiotSXm7l8+TIuXLiA48ePw8HBAcHBwQgNDYWXlxdPe0Ami8WJyETJZDJcvXoVly9fRkZGBmQyGdzc3NCtWzeEhITA3d2dMwwmyszMDAEBAQgICIBSqUROTg7S0tJw+fJlnD59GjY2NuoS5evryxJFJoXFiciEqFQq5OXlISkpCRcvXkRdXR3atWuH3r17Izg4mKfhoEbEYjF8fX3h6+uLoUOH4ubNm+oSdf78edjb2yMyMhJRUVEPPaEnkTFhcSIyARUVFUhOTkZSUhKKiorg4OCA2NhYREZGwsnJSeh4ZCBEIhE8PT3h6emJAQMG4NatW0hKSsLZs2dx7NgxeHt7IyoqCmFhYTwFBRktFiciIyWXy3H16lUkJSUhMzMTEokEoaGhGDZsGHx9fbkbjp6KSCRSn5188ODBuHLlChITE7Ft2zbs2rULoaGhiI6Oho+PD7/XyKiwOBEZmYKCApw/fx6pqamoqamBp6cnRowYgbCwMF7ShHTCzMwMnTp1QqdOnXD37l2kpKQgMTERycnJ6jcZxMTE8GSbZBRYnIiMgFKpREZGBk6dOoXs7GzY2dmhc+fOiIyMhKurq9DxyIQ4ODggPj4ePXv2xI0bN5CYmIiTJ0/i6NGjCAsLQ2xsLNq3by90TKInxuJEZMDq6uqQlJSE06dPo6SkBF5eXhg/fjyCg4N5fiUSlEgkgre3N7y9vTFkyBD19+nSpUvh5eWF2NhYhISE8B15ZHBYnIgMUGlpKc6cOYMLFy5AJpMhLCwMY8eOhaenp9DRiBqxsLBAt27d0LVrV/XM6Pr16+Hg4IBnnnkGMTExsLKyEjomUbOwOBEZCJVKhdzcXJw6dQpXrlyBpaUlnnnmGXTt2pXHjpBBEIvFCAoKQlBQEAoKCnDq1CkcOnQIhw8fRlRUFLp168ZTYpDeY3Ei0nMqlQpXr17F0aNHcevWLbi6umLEiBGIiIiAubm50PGInoi7uzueffZZDBgwAOfOncPZs2dx9uxZBAYGonfv3jwOivQWixORnmooTIcPH0Z+fj58fX0xZcoUdOzYkW/vJqNhY2OD3r17o0ePHrh06RKOHTuGpUuXIiAgAH369GGBIr3D4kSkZ5oqTC+99BI6dOggdDQinTEzM0NkZCTCw8Nx6dIlHDlyhAWK9BKLE5GeaKowTZ8+HT4+PkJHI2o1YrEY4eHhCAsLY4EivcTiRCQwlUqFK1eu4MiRIyxMRP91f4G6fPkyCxTpDRYnIgFlZWVh7969LExEDyEWi9GpUyeEhoZqFKjAwEAMHDiQJ3ilVsfiRCSAwsJC7Nu3D+np6fD29mZhInqM+wvUpUuXcPDgQSxatAidO3dGnz59YGNjI3REMhEsTkStqLq6GocPH8a5c+fg4OCACRMmICQkhO+SI2qmhl14ISEhOHPmDI4ePYrU1FT06tULzzzzDMzM+GuNdIvfYUStQKFQ4MyZMzhy5AhUKhX69++Pbt268Yc80RMyMzNDXFwcIiMjceTIEezfvx9nz57FwIED+ccI6RR/ahPpUMOB3/v27UNpaSm6dOnC3QpEWmRjY4Nhw4aha9eu2Lt3L9atWwdvb28MHjyYB5CTTrA4EenI7du3sX//fly/fh0BAQGYOHEi3NzchI5FZJRcXV0xefJkXLt2DXv27MHSpUsRERGBAQMG8A8V0ioWJyItq6urw8mTJ1FUVAR3d3dMmTIF/v7+QsciMgkdO3bEq6++isTERBw8eBBXrlxBnz59eHki0hoWJyItunr1KrZv345r165h0qRJ6NGjB8RisdCxiEyKWCxG586dERYWhgMHDmDPnj1QKBRo164dd9/RU+NPdCItqKiowLp16/Dbb7/Bzc0NEyZMQFxcHEsTkYAsLS0xfPhwTJ8+HXK5HEuXLsX+/fshk8mEjkYGjDNORE9BpVLh/Pnz2L9/PyQSCZ577jkEBwcjOTlZ6GhE9F9eXl4YO3Ysqqurcfz4cVy6dAkjRoxAx44dhY5GBojFiegJFRYWYtu2bcjNzUVMTAwGDhwIKysrKBQKoaMR0QMkEgni4+MRHh6O7du3Y+XKlYiIiMDgwYN58Di1CIsTUQvJ5XIcO3YMx48fh6OjI1566SV06NBB6FhE1AzOzs6YOnUqkpOTsWfPHmRkZGDw4MGIjIzkuZ+oWViciFqgoKAAGzduRHFxMeLj49GzZ0+exJLIwIhEIkRFRSEgIAB79uzBli1bcPnyZYwaNQq2trZCxyM9xyNXiZpBpVIhISEBP/30E0QiEWbPno0+ffqwNBEZMBsbG4wdOxYvvPACbt68iUWLFuHq1atCxyI9x5/6RI9RXl6OzZs3Izs7G3FxcejXrx8LE5ERCQwMxGuvvYatW7fit99+Q5cuXTBo0CBIpVKho5Ee4k9/oke4dOkStm/fDnNzc0ydOhV+fn5CRyIiHbCxscGkSZNw/vx57NmzB9nZ2Rg3bhzatWsndDTSMyxORE2oq6vDzp07kZycjLCwMIwYMQJWVlZCxyIiHRKJROjSpQs6dOiATZs2YdmyZejTpw969uzJc7KRGosT0QNyc3OxadMm1NTUYMyYMYiIiOC7bYhMiIuLC2bOnIkjR47g0KFDyMzMxJgxY+Do6Ch0NNIDrNBE/6VUKnHw4EEsX74c9vb2ePXVV/kWZSITJZFI0K9fP0yfPh3l5eVYvHgxUlJShI5FeoAzTkQAqqursWHDBmRnZ6Nv376cmiciAIC3tzfmzJmDHTt2YNOmTcjLy8PgwYMhkUiEjkYCYXEik3fz5k2sW7cOMpkMU6dOha+vr9CRiEiPWFhYYMyYMfDy8sLu3btx+/ZtjB8/Hvb29kJHIwHwT2oyaefPn8cvv/wCW1tbzJ49m6WJiJokEonQtWtXTJ8+HXfv3sWSJUtw/fp1oWORAFicyCTJ5XL8/vvv2LZtG6KjozF9+nQ4ODgIHYuI9Jynpydmz54NNzc3rFixAgkJCVCpVELHolbEXXVkcsrKyrBu3TrcuXMHo0ePRlRUlNCRiMiA2NjY4MUXX8SBAwewZ88e5OXlYdSoUbCwsBA6GrUCzjiRScnMzMSSJUtQXV2NmTNnsjQR0RMRi8UYOHAgJkyYgIyMDCxbtgxFRUVCx6JWwOJEJkGlUuHYsWNYtWoV2rdvj9mzZ6Nt27ZCxyIiAxcaGopZs2ZBpVLhp59+wpUrV4SORDrG4kRGT6FQYOvWrThw4AB69eqFF154gWcBJyKtcXFxwSuvvAJ/f3+sXbuWxz0ZOR7jREattrYWa9euRW5uLsaNG4fw8HChIxGREbKwsMD48ePVxz2VlpZiyJAhPB+cEWJxIqNVVlaGVatWobKyElOnToWPj4/QkYjIiIlEIgwYMACOjo7YsWMHysrK8Nxzz0EqlQodjbSIVZiM0s2bN7F06VLI5XLMnDmTpYmIWk3nzp3xwgsvICcnB8uXL0dFRYXQkUiLWJzI6Fy5cgX//ve/4ejoiJdffhkuLi5CRyIiE+Pv74/p06ejqqoKy5YtQ0FBgdCRSEsMrjitWrUK/fr1Q3h4OMaPH//Iiy6++OKLCAoKavQxa9Ys9WPef//9RvfPnDmzNYZCOnDq1CmsXbsWAQEBmDZtGmxsbISOREQmysPDAy+//DKsrKzwyy+/4Nq1a0JHIi0wqGOcdu7cifnz5+PTTz9FZGQkfv31V8ycORO7d++Gs7Nzo8f/61//gkwmUy+XlZXh2WefxZAhQzQeFx8fj/nz56uXuT/a8CiVSuzZswenT59Gjx49MGDAAIhEIqFjEZGJs7e3x/Tp07FhwwasWrUKI0aMQExMjNCx6CkY1IzT8uXLMWHCBIwbNw7+/v749NNPYWlpiY0bNzb5+DZt2sDV1VX9ceLECVhaWjYqTlKpVONxvPSGYZHL5Vi/fj3OnDmDESNGYODAgSxNRKQ3LCwsMGnSJMTExOD333/HkSNHeLoCA2YwM0719fW4dOkSZs+erV4nFosRFxeHxMTEZm1j48aNGD58OKytrTXWnzlzBt27d4e9vT1iY2Px1ltvwdHRUav5STdkMhnWrl2L69evY+LEiQgKChI6EhFRI2KxGMOHD4e9vT0OHjwImUyG/v378488A2Qwxam0tBQKhaLRLjlnZ2dkZWU99vkpKSlIT0/HP/7xD4318fHxGDhwIDw9PXHjxg18/fXXeOWVV7B27VpIJJKHbk+hUEChUDzZYB6xzfv/NUbaHGNdXR3WrFmDmzdvYuLEifDz89OLzx2/jsbBFMYImMY49WmMPXr0gEQiwZ49e1BTU4OhQ4dqpTzp0xh1RZdjbMk2DaY4Pa0NGzYgMDAQERERGuuHDx+uvt1wcPiAAQPUs1APk56errOsqampOtu2vnjaMdbV1WHXrl0oLS3F0KFDUV5ejqSkJO2E0xJ+HY2DKYwRMI1x6ssYLS0tERgYiO3btyM9PR29evXS2oky9WWMuiT0GA2mODk6OkIikaC4uFhjfXFx8WPfbl5dXY0dO3bgjTfeeOzreHl5wdHRETk5OY8sToGBgY12+T0thUKB1NRUhIeHP3K2y5BpY4zV1dX4z3/+A2tra8yaNQvt2rXTcsqnw6+jcTCFMQKmMU59HGNUVBTCwsKwdetWZGdnY/To0U+VTR/HqG26HGN1dXWzJ0QMpjhJpVKEhYUhISEBAwYMAHDvnVQJCQmYMmXKI5+7e/du1NfXY9SoUY99nfz8fJSVlcHV1fWRj5NIJDr75tTltvXFk46xoqICK1asQHV1NWbMmAF3d3cdpNMOfh2NgymMETCNcerbGKOjo2FhYYGNGzdi06ZNeO6552Bm9nS/lvVtjLqgizG2ZHsG9a666dOnY926ddi8eTOuXbuGTz75BDU1NRg7diwA4N1338XChQsbPW/Dhg3q0+Dfr6qqCl9++SWSkpKQl5eHhIQEvPbaa/Dx8UF8fHyrjIma7+7du1i+fDnq6uowffp0vS5NRETNERoaiokTJyIzMxO//fabxil0SD8ZzIwTAAwbNgwlJSX47rvvUFhYiJCQECxbtky9q+727duN9hNnZWXh/Pnz+OWXXxptTyKRID09HVu2bEFFRQXc3NzQo0cPvPnmmzyXk54pKSnBr7/+CrFYjOnTp/Ndj0RkNAICAjB58mT89ttv+M9//oMXXngBFhYWQseihzCo4gQAU6ZMeeiuuZUrVzZa5+fnh6tXrzb5eEtLS/z8889azUfaV1JSguXLl8PCwgJTp06Fvb290JGIiLTK19cXL774Iv7zn/9g5cqVePHFF1me9JRB7aoj01NWVoZff/0VFhYWeOmll1iaiMhoeXl5Ydq0aSgsLMTq1au5205PsTiR3iovL1fvnps6dSpsbW2FjkREpFPt2rXDlClTcPv2baxZswZyuVzoSPQAFifSS5WVlVixYgWUSiWmTZvGmSYiMhleXl544YUXkJOTg3Xr1hn1SS0NEYsT6Z2amhqsXLkSdXV1mDZtGtq0aSN0JCKiVtWhQwdMnDgR165dw6ZNm6BUKoWORP/F4kR6pb6+HqtWrUJFRQWmTp0KJycnoSMREQnC398f48ePR1paGrZv384LA+sJFifSG3K5HGvXrkVhYSGmTJny2JOQEhEZu+DgYDz77LO4cOEC9u3bx/KkBwzudARknJRKJTZt2oScnBxMmTJF7y6jQkQklMjISNTW1mLXrl2wsrLiCZoFxuJEglOpVNi+fTuuXLmC559/Hh06dBA6EhGRXunWrRtqampw4MABWFlZoUuXLkJHMlksTiS4o0eP4sKFCxgzZgyCgoKEjkNEpJd69+6Nmpoa7NixA/b29ggMDBQ6kkniMU4kqNTUVBw6dAj9+vVDZGSk0HGIiPSWSCTC4MGDERQUhA0bNiA/P1/oSCaJxYkEk5ubiy1btiAqKor77ImImkEsFmPs2LFwcXHB6tWrUV5eLnQkk8PiRIIoKSnBmjVr4OXlhZEjR0IkEgkdiYjIIEilUkyaNAkikQi//fYb6uvrhY5kUlicqNXV1tZi9erVsLKywvPPPw+JRCJ0JCIig2JnZ4cXXngBJSUl2LhxI0+Q2YpYnKhVKRQK7Nu3DzU1NZg8eTKsrKyEjkREZJDc3d3x3HPPIT09HXv37hU6jslgcaJWo1KpsG3bNhQUFOD555/nWcGJiJ5SQEAAhg0bhtOnT+PixYtCxzEJLE7Uao4ePYrk5GT06dMH3t7eQschIjIKXbt2RWxsLE6ePIn09HSh4xg9FidqFRcvXsShQ4fQt29f+Pv7Cx2HiMioDBw4EN7e3ti4cSMKCgqEjmPUWJxI5woKCrB161ZERETwtANERDogFovRv39/ODk5Ye3ataitrRU6ktFicSKdqq2txbp16+Ds7MzTDhAR6ZC5uTkmTJiA6upqbN68mRcE1hEWJ9IZlUqFrVu3oqqqChMmTIC5ubnQkYiIjJqjoyPGjh2Lq1ev4vjx40LHMUosTqQzJ0+eRFpaGsaMGcN30BERtZLAwED06tULBw8eRFZWltBxjA6LE+nE9evXsX//fsTHx/PCvUREraxPnz7w8/PDxo0beVkWLWNxIq0rLy/H+vXr4evri759+wodh4jI5IjFYowbNw5mZmZYt24dFAqF0JGMBosTaZVCocD69eshkUgwbtw4iMX8FiMiEoK1tTUmTJiA27dvY8+ePULHMRr8rUZatW/fPty6dQsTJkyAjY2N0HGIiExa+/btMXToUJw5cwYpKSlCxzEKLE6kNRcvXsSpU6cwePBgeHp6Ch2HiIgAdO7cGZGRkdi2bRvu3LkjdByDx+JEWlFWVoZt27YhPDwcXbt2FToOERH9l0gkwogRI+Dk5IQNGzZALpcLHcmgsTjRU1Mqldi0aROsrKwwfPhwnuSSiEjPmJubY9y4cSgpKcH+/fuFjmPQWJzoqZ08eRI3btzAmDFjYGlpKXQcIiJqgpubG/r3749Tp07x/E5PgcWJnsrt27dx6NAh9OjRAz4+PkLHISKiR4iNjYWfnx+2bNmCmpoaoeMYJBYnemIymQybNm2Cm5sbz9dERGQARCIRRo8ejfr6emzfvp3Xs3sCLE70xPbv34/S0lKMHTsWEolE6DhERNQM9vb2GDFiBC5duoTU1FSh4xgcFid6IpmZmTh9+jQGDhwIV1dXoeMQEVELdOrUCREREdixYwfKysqEjmNQWJyoxaqrq7F161Z07NgRzzzzjNBxiIjoCQwbNgyWlpbYsmULlEql0HEMBosTtYhKpcK2bdsgl8sxevRonnqAiMhAWVpaYsyYMcjJyUFCQoLQcQwGixO1SEpKCtLS0jBy5EjY2dkJHYeIiJ5Chw4dEBcXh4MHD6KgoEDoOAaBxYmaraqqCnv27EF4eDhCQ0OFjkNERFrQt29fODk5Ydu2bdxl1wwsTtRse/fuhUqlwpAhQ4SOQkREWmJmZoaRI0ciLy8P586dEzqO3mNxoma5du0akpOTMWjQINjY2Agdh4iItMjb2xtdunTBgQMHUF5eLnQcvcbiRI8lk8mwfft2dOjQAVFRUULHISIiHRgwYADMzc2xc+dOoaPoNRYneqwjR46goqICI0eO5LvoiIiMlKWlJYYOHYorV64gLS1N6Dh6i8WJHqmgoAAnT55EfHw8nJ2dhY5DREQ6FBoaisDAQOzatQt1dXVCx9FLLE70UEqlEtu2bYOzszN69uwpdBwiItIxkUiE4cOHo7a2FgcOHBA6jl5icaKHOnfuHPLy8jBy5Ehei46IyEQ4ODigX79+OHv2LPLy8oSOo3dYnKhJ5eXlOHDgALp06QJvb2+h4xARUSt65pln0LZtW/z+++9QKBRCx9ErLE7UpN27d8Pc3BwDBgwQOgoREbUysViMkSNHoqioCKdOnRI6jl5hcaJGcnJycPnyZQwcOBCWlpZCxyEiIgG0bdsWXbp0wdGjR1FVVSV0HL3B4kQaVCoV9uzZg3bt2iEiIkLoOEREJKA+ffpAJBLh0KFDQkfRGyxOpCE5ORm3bt3CkCFDeM4mIiITZ21tjd69e+P8+fO8CPB/GVxxWrVqFfr164fw8HCMHz8eKSkpD33spk2bEBQUpPERHh6u8RiVSoVvv/0WPXv2REREBF566SVcv35dx6PQT/X19Thw4ADCwsJ4QDgREQG4d6C4k5OT+nqlps6gitPOnTsxf/58vP7669i8eTOCg4Mxc+ZMFBcXP/Q5tra2OH78uPrjwenGpUuXYuXKlfjkk0+wbt06WFlZYebMmSZ54q8TJ06gurqaB4QTEZGaRCLBwIEDce3aNWRmZgodR3AGVZyWL1+OCRMmYNy4cfD398enn34KS0tLbNy48aHPEYlEcHV1VX+4uLio71OpVFixYgXmzJmDAQMGIDg4GF999RXu3LmD/fv3t8aQ9EZ5eTlOnjyJ7t27w9HRUeg4RESkR4KCguDr64s9e/aY/OkJDKY41dfX49KlS4iLi1OvE4vFiIuLQ2Ji4kOfV11djb59+6J3796YM2cOMjIy1Pfl5eWhsLBQY5t2dnaIjIx85DaN0f79+yGVShEfHy90FCIi0jMikQiDBw9GcXExzp8/L3QcQZkJHaC5SktLoVAoGl0vzdnZGVlZWU0+x9fXF59//jmCgoJQUVGBX375BRMnTsSOHTvg4eGBwsJC9TYe3GZRUdEj8ygUCq237obttXabv3nzJpKSkjBixAiYmZnp9PWFGmNr4hiNgymMETCNcXKM2uHq6orIyEgcOHAAoaGhsLKy0tlrNUWXY2zJNg2mOD2J6OhoREdHaywPGzYMa9aswVtvvfVU205PT3/KdA+Xmpqqs20/SKVS4ffff4dMJoNIJEJSUlKrvG5rjlEoHKNxMIUxAqYxTo7x6Tk7OyMvLw///ve/0b17d52+1sMI/XU0mOLk6OgIiUTS6EDw4uJijeOWHsXc3BwhISHIzc0FcK89N2zDzc1NY5vBwcGP3FZgYCCsra1bMoTHUigUSE1NRXh4eKtdG+7y5csAgBkzZsDPz0/nryfEGFsbx2gcTGGMgGmMk2PU/msdPnwY3t7ecHJy0ulrPfi6uhpjdXV1sydEDKY4SaVShIWFISEhQf2uL6VSiYSEBEyZMqVZ21AoFEhPT0fv3r0BAJ6ennB1dUVCQgJCQkIAAJWVlUhOTsakSZMeuS2JRKKzb05dbvt+SqUSR48eRUBAAAICAnT+evdrrTEKiWM0DqYwRsA0xskxakePHj1w/vx5nDhxAqNHj9bpazVFF2NsyfYMpjgBwPTp0/Hee++hU6dOiIiIwK+//oqamhqMHTsWAPDuu+/C3d0d77zzDgDg+++/R1RUFHx8fFBeXo6ff/4Zt27dwvjx4wHcO9ht6tSpWLRoEXx8fODp6Ylvv/0Wbm5uJvGW/EuXLqGwsBDPPvus0FGIiMhAmJubo2fPnti9ezfi4+MbHSds7AyqOA0bNgwlJSX47rvvUFhYiJCQECxbtky9q+727dsQi//3RsHy8nL87W9/Q2FhIRwcHBAWFoY1a9bA399f/ZhXXnkFNTU1+Oijj1BeXo7OnTtj2bJlsLCwaPXxtSalUokjR44gICAAnp6eQschIiID0rlzZ5w4cQJHjhxRT16YCoMqTgAwZcqUh+6aW7lypcby3LlzMXfu3EduTyQS4c0338Sbb76ptYyG4OLFiygqKsKYMWOEjkJERAbGzMwMPXv2xK5du9CrV69mH2tsDAzmPE6kPQ2zTYGBgWjfvr3QcYiIyADFxMTAzs4OR44cETpKq2JxMkGpqakoLi5G3759hY5CREQGyszMDL169cLFixfV50U0BSxOJqZhtik4OBht27YVOg4RERmw6Oho2Nvbm9SsE4uTiUlOTkZJSQn69OkjdBQiIjJwEokEvXr1wqVLl3Dnzh2h47QKFicTolAocPToUYSEhMDDw0PoOEREZASioqLg4OCAw4cPCx2lVbA4mZDk5GSUlpZytomIiLSmYdbp8uXLKCgoEDqOzrE4mQiVSoXjx48jNDQU7u7uQschIiIjEhkZCUdHRxw/flzoKDrH4mQirl69ipKSEsTFxQkdhYiIjIxEIkFsbCwuXbqEu3fvCh1Hp1icTERCQgK8vLx4lnAiItKJqKgoSKVSnDlzRugoOsXiZAJu3bqFnJwczjYREZHOWFhYoHPnzjh//jzq6uqEjqMzLE4mICEhAY6OjggKChI6ChERGbFu3bqhvr4eiYmJQkfRGRYnI3f37l1cunQJsbGxGhdAJiIi0jZ7e3t06tQJp06dglKpFDqOTvA3qZE7ffo0pFIpoqOjhY5CREQmoHv37igrK0NaWprQUXSCxcmI1dXV4fz58+jcuTOkUqnQcYiIyAS0bdsWHTp0QEJCgtBRdILFyYglJiZCJpOhW7duQkchIiITEhcXh7y8PNy4cUPoKFrH4mSklEolTp06hU6dOsHe3l7oOEREZEICAgLg4uJilLNOLE5G6sqVKygrK0P37t2FjkJERCZGJBIhNjYWaWlpKC0tFTqOVrE4Galz587B29sbbdu2FToKERGZoMjISFhYWODChQtCR9EqFicjVFpaiqysLMTExAgdhYiITJS5uTnCw8ORlJRkVKcmYHEyQomJibCwsEBoaKjQUYiIyITFxMSgoqICGRkZQkfRGhYnI6NUKpGYmIiIiAiegoCIiATVtm1btGvXzqh217E4GZnMzExUVFRwNx0REemFmJgYpKeno7y8XOgoWsHiZGTOnz+Ptm3b8qBwIiLSC+Hh4TAzM0NSUpLQUbSCxcmINOxH5mwTERHpCwsLC4SFhSExMREqlUroOE+NxcmIJCUlQSKRIDw8XOgoREREajExMSgtLUV2drbQUZ4ai5ORUKlUuHDhAsLCwmBpaSl0HCIiIjUvLy+4uroaxUHiLE5G4vr16ygtLeVuOiIi0jsikQgxMTFIS0tDdXW10HGeCouTkbhw4QJcXFzg5eUldBQiIqJGIiIiAAApKSkCJ3k6LE5GQCaT4erVq4iMjIRIJBI6DhERUSM2NjYICAjAxYsXhY7yVFicjEB6ejrq6+sRFhYmdBQiIqKHCgsLQ15eHsrKyoSO8sRYnIzApUuX0K5dOzg5OQkdhYiI6KGCgoJgbm6OS5cuCR3libE4Gbi6ujqkp6dztomIiPSeVCo1+N11LE4GLj09HXK5nMWJiIgMQlhYGG7fvo2SkhKhozwRFicDd+nSJXh6eqJNmzZCRyEiInqswMBASKVSg91dx+JkwGpra5GRkcHZJiIiMhjm5uYIDAw02N11LE4G7OrVq1AoFCxORERkUDp16oSCggIUFRUJHaXFWJwM2MWLF+Ht7Q17e3uhoxARETWbv78/LCwsDHLWicXJQNXU1ODatWucbSIiIoNjZmaGoKAgXLp0CSqVSug4LcLiZKCuXLkClUqF0NBQoaMQERG1WKdOnVBYWIjCwkKho7QIi5OBSk9Ph6enJ+zs7ISOQkRE1GJ+fn6QSqVIT08XOkqLsDgZIIVCgWvXriEwMFDoKERERE/EzMwMfn5+yMjIEDpKi7A4GaDc3FzU19fD399f6ChERERPzN/fHzdu3EBtba3QUZqNxckAZWRkwM7ODh4eHkJHISIiemIBAQFQKpW4du2a0FGajcXJAGVkZMDf3x8ikUjoKERERE/MwcEBbm5uBrW7jsXJwJSVlaGwsBABAQFCRyEiInpqAQEByMzMNJjTErA4GZjMzEyIxWL4+fkJHYWIiOipBQQEoLKyEvn5+UJHaRYWJwOTkZEBLy8vWFpaCh2FiIjoqXl5ecHCwsJgdtexOBkQuVyOrKws7qYjIiKjIZFIDOq0BCxOBiQnJwcymYzFiYiIjEpAQADy8vJQXV0tdJTHYnEyIBkZGbC3t4ebm5vQUYiIiLTG398fKpXKIE5LYHDFadWqVejXrx/Cw8Mxfvx4pKSkPPSx69atwwsvvICuXbuia9eueOmllxo9/v3330dQUJDGx8yZM3U9jCeSnZ2Njh078jQERERkVBomBbKzs4WO8lhmQgdoiZ07d2L+/Pn49NNPERkZiV9//RUzZ87E7t274ezs3Ojxp0+fxvDhwxETEwOpVIply5ZhxowZ2LFjB9zd3dWPi4+Px/z589XLUqm0VcbTEjU1Nbhz5w66d+8udBQiIiKt8/HxQVZWltAxHsugZpyWL1+OCRMmYNy4cfD398enn34KS0tLbNy4scnHL1y4EJMnT0ZISAg6duyIzz77DEqlEgkJCRqPk0qlcHV1VX84ODi0xnBa5MaNG1CpVPDx8RE6ChERkdb5+PiguLgYlZWVQkd5JIOZcaqvr8elS5cwe/Zs9TqxWIy4uDgkJiY2axs1NTWQy+WNitGZM2fQvXt32NvbIzY2Fm+99RYcHR0fuS2FQgGFQtHygTxmm/f/e7+srCzY2NjAzs5O66/bmh41RmPBMRoHUxgjYBrj5BgNQ/v27aFUKpGdnY3Q0NBG9+tyjC3ZpsEUp9LSUigUika75JydnZs9tbdgwQK4ubkhLi5OvS4+Ph4DBw6Ep6cnbty4ga+//hqvvPIK1q5dC4lE8tBtpaenP9lAmiE1NbXRuhMnTsDW1hbJyck6e93W1NQYjQ3HaBxMYYyAaYyTY9R/VVVVOHz4MOrr6x/6GKHHaDDF6Wn99NNP2LlzJ1asWAELCwv1+uHDh6tvNxwcPmDAAPUs1MMEBgbC2tpaqxkVCgVSU1MRHh6uUdpkMhm2b9+OXr16ISoqSquv2doeNkZjwjEaB1MYI2Aa4+QYDcf169dx586dJn/X6XKM1dXVzZ4QMZji5OjoCIlEguLiYo31xcXFcHFxeeRzf/75Z/z0009Yvnw5goODH/lYLy8vODo6Iicn55HFSSKR6Oyb88FtNxzf5OfnZ9D/Ie6ny8+fvuAYjYMpjBEwjXFyjPqvQ4cOuHjxIuRyucYkx/10McaWbM9gDg6XSqUICwvTOLC74UDv6Ojohz5v6dKl+PHHH7Fs2TKEh4c/9nXy8/NRVlYGV1dXreTWhpycHFhaWvL8TUREZNR8fHygUqlw48YNoaM8lMEUJwCYPn061q1bh82bN+PatWv45JNPUFNTg7FjxwIA3n33XSxcuFD9+J9++gnffvstPv/8c7Rv3x6FhYUoLCxEVVUVgHv7Ur/88kskJSUhLy8PCQkJeO211+Dj44P4+HhBxtiU3NxceHt78/xNRERk1JydnWFjY4Pc3FyhozyUweyqA4Bhw4ahpKQE3333HQoLCxESEoJly5apd9Xdvn0bYvH/uuCaNWsgk8nwxhtvaGznD3/4A/74xz9CIpEgPT0dW7ZsQUVFBdzc3NCjRw+8+eabenMuJ6VSiRs3bqBXr15CRyEiItIpkUgEb29vFidtmjJlCqZMmdLkfStXrtRYPnjw4CO3ZWlpiZ9//llr2XQhPz8f9fX1PH8TERGZBG9vbxw4cAByuRxmZvpXUwxqV50punHjBszMzNC2bVuhoxAREemcj48P5HI5bt++LXSUJrE46bnbt2/D3d1dL1s3ERGRtrm7u0MikSA/P1/oKE1icdJzt2/fhoeHh9AxiIiIWoVEIoGrqytnnKjl5HI5CgsLuZuOiIhMioeHB2ecqOUKCwuhVCo540RERCbFw8MDd+7c0ctr77E46bHbt29DJBLB3d1d6ChEREStpm3btpDL5Y2uFqIPWJz0WH5+PpydnWFubi50FCIiolbTMGGgj8c5sTjpsfz8fB7fREREJsfS0hKOjo56eZwTi5OeUqlUyM/P5/FNRERkkvT1AHEWJz1VUlKC+vp6FiciIjJJbdu2RX5+PlQqldBRNLA46amGls3iREREpsjDwwM1NTUoLy8XOooGFic9lZ+fDzs7O9jY2AgdhYiIqNU1TBzo2wHiLE566s6dOzwNARERmSw7OztYWVnhzp07QkfRwOKkp0pKSuDs7Cx0DCIiIkGIRCI4OzujpKRE6CgaWJz0kFKpRElJCZycnISOQkREJBgnJycWJ3q8iooKKBQKFiciIjJpLE7ULA3fJCxORERkypycnFBZWYn6+nqho6ixOOmh4uJiiMVitGnTRugoREREgmmYQNCnWScWJz1UUlICBwcHSCQSoaMQEREJhsWJmqW0tJS76YiIyORZWVnB0tKSxYkeje+oIyIiundKAn07QJzFSc+oVCrOOBEREf0XixM9UlVVFWQyGU9+SUREhHvFqbi4WOgYaixOeqbhYoaccSIiIgKcnZ1RUVGhN6ckYHHSM5WVlQAABwcHgZMQEREJr+H3YUVFhcBJ7mFx0jPV1dWwsLCAubm50FGIiIgEZ2trC+B/EwtCY3HSMzU1NepvEiIiIlPH4kSPVF1dzeJERET0XxYWFjAzM2NxoqZxxomIiOh/RCIRbG1tWZyoadXV1bCxsRE6BhERkd6wtbVFVVWV0DEAsDjpHe6qIyIi0sQZJ2qSXC5HXV0dixMREdF9WJyoSQ3TkHZ2dgInISIi0h8sTtSkhm8KzjgRERH9T8MxTkqlUugoLE76hMWJiIioMVtbWyiVStTV1QkdpWXFqba2FufOnUNmZmaj++rq6rBlyxZt5TJJlZWVEIlEsLa2FjoKERGR3miYUNCHd9Y1uzhlZ2dj2LBhmDJlCkaOHIkpU6bgzp076vsrKirw17/+VSchTUVtbS2kUinEYk4EEhERNbCysgIAyGQygZO0oDgtWLAAAQEBOHnyJHbv3g0bGxtMmjQJt27d0mU+k1JfXw8zMzOhYxAREekVqVQKwMCKU2JiIt5++204OTnBx8cHixcvRs+ePTF58mTcuHFDlxlNRn19PS/uS0RE9ACDLE61tbUasyEikQiffvop+vbtiylTpuD69eu6yGdSWJyIiIgaa/jdqA/Fqdn7hfz8/JCamoqOHTtqrP/oo48AAHPmzNFuMhMkk8lYnIiIiB4gFothbm4OuVwudJTmzzgNHDgQO3bsaPK+jz76CMOHD4dKpdJaMFPEGSciIqKmSaVSvZhxanZxmj17NpYuXfrQ+z/55BNcuXJFK6FMFQ8OJyIiaprBFSfSPc44ERERNY3FiRphcSIiImoaixM1wuJERETUNKlUalgHh5PusTgRERE1zehmnJRKJQ4dOqStzZkkHhxORETUNKlUivr6eqFjNP88Tg+Tk5ODjRs3YtOmTSgtLcWlS5e0kcskKZVKSCQSoWMQERHpHYlEohenPXqiGafa2lps2bIFkydPxpAhQ5CYmIjXX38dR44c0Xa+RlatWoV+/fohPDwc48ePR0pKyiMfv2vXLgwZMgTh4eEYOXJko4wqlQrffvstevbsiYiICLz00kuCnAVdpVJBpVJBJBK1+msTEREZAoMrTikpKfjoo4/Qo0cP/Prrr+jfvz9EIhE+/vhjTJo0CS4uLrrKCQDYuXMn5s+fj9dffx2bN29GcHAwZs6cieLi4iYff+HCBbzzzjt47rnnsGXLFvTv3x+vv/460tPT1Y9ZunQpVq5ciU8++QTr1q2DlZUVZs6cibq6Op2OhYiIiJpPJBIZVnEaOXIk3nrrLbRp0wZr1qzB5s2bMWPGjFadIVm+fDkmTJiAcePGwd/fH59++iksLS2xcePGJh+/YsUKxMfH4+WXX0bHjh3x1ltvITQ0FP/5z38A3GuuK1aswJw5czBgwAAEBwfjq6++wp07d7B///5WG1dDFgCccSLSE0qlEiUlJXrxg5qIDLA4ZWdno0uXLujWrRv8/f11malJ9fX1uHTpEuLi4tTrxGIx4uLikJiY2ORzkpKS0L17d411PXv2RFJSEgAgLy8PhYWFGtu0s7NDZGTkQ7epKyxORPqjvLwcM2bMwLBhwzBu3Dih4xAR9Kc4Nfvg8AMHDmDTpk345JNPUFtbixEjRmDkyJGt9ou+tLQUCoUCzs7OGuudnZ2RlZXV5HOKiooa7T50dnZGUVERAKCwsFC97mGPeRiFQgGFQtGiMTyKXC5Xf0Noc7v6pmFsHKNhM/Yxbty4UT0z/fvvv6NXr17Yt2+fUb7r1di/lgDHaCx0+TuyJdts9k8Bd3d3zJkzB3PmzEFCQgI2btyISZMmQS6XY9OmTRg/fjx8fX2fKLAhuv84KW2Qy+UoKChAaGgoUlNTtbptfcQxGgdjHeODP0SPHTsGS0tL7NixA+7u7gKl0i1j/Vrej2M0bNnZ2QCEH+MT/fnUvXt3dO/eHRUVFfj999+xceNG/PLLLwgICMC2bdu0nREA4OjoCIlE0uhA8OLi4ocelO7i4tJo5uj+x7u6uqrXubm5aTwmODj4kXkCAwNhbW3d4nE8jEKhgLu7O1QqFcLDw432tAQKhQKpqakco4Ez9jFGRUXhlVdeabR++PDhWLVqFZ5//nkBUumGsX8tAY7RWNy4cQMFBQU6GWN1dXWzJ0Seat7Zzs4OkydPxuTJk5GWlvbQg7S1QSqVIiwsDAkJCRgwYACAewdvJiQkYMqUKU0+JyoqCqdOncJLL72kXnfy5ElERUUBADw9PeHq6oqEhASEhIQAACorK5GcnIxJkyY9Mo9EItHqF04kEqn332p72/qIYzQOxjzGr776Cu+++26j9ZMnT8bPP/+MvXv3GtXYjflr2YBjNGwNvyd1McaWbK/ZB4fX1tbiwIEDqKysbHRfZWUlbt261eQPGW2aPn061q1bh82bN+PatWv45JNPUFNTg7FjxwIA3n33XSxcuFD9+KlTp+LYsWP45ZdfcO3aNfzrX//CxYsX1UVLJBJh6tSpWLRoEQ4cOICrV6/i3XffhZubm7qctRYeFE6kX2bOnPnQ+w4ePAgzMzPcunWrFRMRmTZ9Oddhs2ec1q5di4MHD6J///6N7rO1tcXKlSuRn5+PyZMnazXg/YYNG4aSkhJ89913KCwsREhICJYtW6be9Xb79m2Ixf/rgjExMViwYAH+7//+D19//TU6dOiAH374AYGBgerHvPLKK6ipqcFHH32E8vJydO7cGcuWLYOFhYXOxtGUhm8GfXjHABEBDg4OGsuTJk3Cb7/9prGuffv2WLt2LSZMmNCa0YhMlkEVp23btuG111576P3Tpk3DDz/8oNPiBABTpkx56K65lStXNlo3dOhQDB069KHbE4lEePPNN/Hmm29qLeOT0pe3WhLRPWPHjsWmTZsAAL/99htkMhkGDhyIw4cPqx/z/PPPY9myZdi1a5fR7iIh0gf68vux2bvqcnJyHnnAdFBQEHJycrQSylSZm5sb9VtJiQzNjBkzNJYrKytx6NAh9akKGjScquD27dutGY/IpMjlcr04JUizi5NcLkdJSclD7y8pKYFcLtdKKFMllUohk8mEjkFE/+Xh4aGxvGTJEgD3DhC/ceNGo8e3a9cO69evb5VsRKamvr7esIpTQEAATp48+dD7T5w4gYCAAK2EMlUsTkT6p2/fvurb77//vvq2p6cnZDIZevXqpfH4CRMmYOjQoZw9JtKy+vp6mJubCx2j+cVp3LhxWLRoEQ4dOtTovoMHD2Lx4sW8NMFTYnEi0j9ffvmlxvL9FwA3MzPDkSNHGh1fuXv3bu66I9Kyuro6vShOzZ7zev7553H27FnMmTMHfn5+6rOEZ2Vl4fr16xg6dKhRnRROCFKpFDU1NULHIKL7REdHayxv3bq10bvopkyZgt69e8Pb21tjfbt27bBhwwb+UUmkBQY34wQACxYswNdffw0fHx9cv34d2dnZ8PX1xcKFC/H111/rKqPJ4IwTkf4RiUTw8vJSL8+ePbvJx3l5eUEmk2lcNBwAnnvuOQwfPpy77oiekr4UpxYfZTVs2DAMGzZMF1lMHosTkX764YcfMGrUKABAWVkZlEqlxjnjGpiZmeHEiRP49ddfNa5YsHPnTpiZmSE/P99or3VHpGsGd3C4UqnETz/9hIkTJ2LcuHFYsGABamtrdZnN5LA4EemnB88Fl5CQ8MjHT5s2rcnTs3h4eGDz5s1azUZkClQqld7MODW7OC1atAjffPMNbGxs4O7ujhUrVuDTTz/VZTaTY25uzuJEpIce/Cv3T3/602Of4+3tjfr6esTGxmqsHzt2LEaNGgWlUqnVjETGTKFQQKlUGlZx2rp1Kz7++GP8/PPP+PHHH7F48WJs27aN//m1SCqV8lxYRHrq+++/V98+e/Zss55jbm6OhIQE/PLLLxrrt23bBolEgoKCAq1mJDJW9fX1AGBYxenWrVvo3bu3ejkuLg4ikQh37tzRSTBTxF11RPpr6tSpGsvXrl1r9nOnT5+O69evN1rv4eGBrVu3Pm00IqNnkMVJoVA0uvCtmZkZf9FrkVQqVX9zEJF+sbOz01j++OOPW/R8Hx8f1NfXo0uXLhrrR48ejTFjxnD2nugRGn436sPB4c1OoFKp8P7770MqlarX1dfX45NPPoGVlZV63f3T2dQy1tbWkMvlqK+v1/icEpF++NOf/oRvvvkGALBq1apG16x7HHNzc5w9exY///wzXn75ZfX6LVu2qHfdubm5aTUzkTGoqqoCAL343djsGacxY8bA2dkZdnZ26o9Ro0bBzc1NYx09OVtbWwD/+wYhIv3yl7/8RWO5qKjoibYzc+ZMZGdnN1rv7u6Obdu2PdE2iYxZZWUlgHsTDEJr9ozT/PnzdZmD8L/iVFlZCRcXF4HTENGD2rZtq7H8/fff45NPPnmibXXo0EH9rrsLFy6o148aNQpjx47F+vXrmzxXFJEpqqyshFQqNaxjnEj37i9ORKSfhg8frr79tKdkMTc3x/nz5/HTTz9prN+0aRMkEgkKCwufavtExqKyslL9O1JoLE56xMrKChKJBBUVFUJHIaKH+OKLLzSWtXF9yVdeeaXJd+m5ublhx44dT719IkPH4kRNEolEsLS05IwTkR4LCwvTWF6/fr1Wtuvn54e6ujpERERorB8xYgQmTJjAd92RSWNxooeytrbmweFEekwkEiEwMFC9PGvWLK1tWyqVIjk5GYsXL9ZYv379ekgkkic+GJ3I0FVWVsLGxkboGABYnPSOtbU1Z5yI9Nz9p12pq6uDQqHQ6vZnz57d5K47V1dX7Nq1S6uvRWQIOONED2VlZcXiRKTn+vXrp7F85MgRrb9Gw667Tp06aawfNmwYJk6cyF13ZDKUSiWqq6tZnKhpnHEi0n8SiQQikUi9/Oabb+rkdaRSKVJTU/Hjjz9qrF+7di0kEgmKi4t18rpE+qSqqgoqlYrFiZpmZWWl/iYhIv21dOlS9e2LFy/q9LXmzJmDjIyMRutdXFywZ88enb42kdAaJhNYnKhJNjY2UCgUqK6uFjoKET3CpEmTNJbT0tJ0+nr+/v6oq6tDSEiIxvohQ4ZgypQp3HVHRqvhFD0sTtSkhsvWlJaWCpyEiB7lwUs/fPDBBzp/TalUisuXLze6JuiqVau4646MVmlpKczMzPTmsm4sTnrG3t4eAFBSUiJwEiJ6nL/+9a/q25s3b26113399deRnp7eaL2Liwv27dvXajmIWkNJSQkcHR01jisUEouTnpFKpbC1tWVxIjIAf/rTnzSWCwoKWu21AwICUFtbi6CgII31gwYNwtSpU3mcJBmNkpISODk5CR1DjcVJDzk5ObE4ERkAV1dXjeWvv/66VV/fwsICV65cwbfffquxfuXKlRCLxfw5QkaBxYkei8WJyHCMHz9effurr74SJMMbb7yBq1evNlrv7OyM/fv3C5CISDuUSiVKS0tZnOjRHB0dWZyIDMRnn32msSzUJZMCAwNRW1uLjh07aqwfOHAgpk+fzl13ZJDKysqgVCpZnOjRnJycUF1drZWrrhORbt1/3Trg3jvchGJhYYHMzEx88803Guv//e9/QywW8926ZHAaJhFYnOiRGr5B+EOOyDBERkaqb8+ePVvAJPe89dZbuHLlSqP1Tk5OOHjwoACJiJ5MSUkJJBIJHBwchI6ixuKkhxqKE3fXERmGBw/OlsvlAiX5n6CgINTW1sLX11djff/+/TFz5kzuuiOD0HAqArFYf+qK/iQhNUtLS1hbW7M4ERmI+Ph4jWV9OSDbwsICWVlZWLhwocb6X375hbvuyCDo2zvqABYnveXk5MSzABMZCLFYDBsbG/Xy66+/LmCaxt5++21cvny50XonJyccPny49QMRNROLEzWbs7MzioqKhI5BRM20ZMkS9e2srCy92xUWEhKCmpoaeHl5aawfMGAA/vGPf+hdXiKFQqF3pyIAWJz0loeHB+7cucMLdxIZiHHjxmksp6SkCJTk4SwtLZGbm4t//vOfGus3b94Mc3NzlJWVCROMqAmFhYVQKBTw8PAQOooGFic95eHhAZlMxt11RAbC0tJSY/n9998XKMnj/fnPf8alS5carXd0dMSRI0cESETUWH5+PkQiEdzd3YWOooHFSU81NOz8/HyBkxBRc82bN099e/fu3QImebzQ0FDU1NSgffv2Guv79OmDV199lbvuSHC3b9+Gk5MTLCwshI6igcVJT1lZWaFNmzYsTkQG5LXXXtNYvnnzpkBJmsfS0hI5OTn44x//qLF+yZIlEIvFuHv3rkDJiO5NHOjbbjqAxUmveXh44Pbt20LHIKJmevAg1i+//FKgJC0zbdo0JCcnN1rfpk0bHDt2TIBEZOpUKhWLE7Wch4cH8vPzOWVOZECmTp2qvv2vf/1LwCQtExYWhurq6kbHk/Tq1Quvv/46fw5RqyorK0NdXR3atm0rdJRGWJz0WNu2bVFdXY2KigqhoxBRM33yyScay+Xl5cIEeQJWVlbIz8/H559/rrH+xx9/5K47alUNh6lwxolahAeIExmeBy9xsnz5coGSPLm//vWvSE1NbbS+TZs2OHHihACJyNTcvn0btra2sLW1FTpKIyxOesze3l79FyARGY7u3burb7/11lvCBXkKnTp1QnV1NVxdXTXW9+zZE3/84x+56450Sl+PbwJYnPSaSCTiAeJEBujrr7/WWJbJZAIleTpWVla4c+cOPvvsM43133//PcRisUHthiTDwuJET6xt27accSIyMN26ddNY3rFjh0BJtOODDz5o8l13Dg4OOHnypACJyJhVVVWhvLxcLw8MB1ic9F67du1QWlqKyspKoaMQUTOJRCK4uLiolx88v5MhioiIQFVVVaNTLvTo0QNvvfUWd92R1uTl5QG49/tPH7E46TkfHx8AQG5ursBJiKglFi1apL59+/ZtoygW1tbWKC4uxt///neN9d9++y133ZHW5Obmwt7eHm3atBE6SpNYnPScnZ0dHB0dkZOTI3QUImqBUaNGaSyfO3dOoCTa97e//Q1JSUmN1js4OODUqVOtH6iFFi1ahIkTJyIyMhJdunQROg49ICcnB97e3hCJREJHaZLBFKeysjK88847iImJQZcuXTB37lxUVVU98vHz5s3D4MGDERERgT59+uCzzz5rdE6koKCgRh/6djyCj48PZ5yIDIxUKtVY/vOf/yxQknu7PubOnYt+/fohIiICAwYMwHfffYf6+von3mZkZCSqqqoazQp0794db7/9tmAzbM0Zk0wmw5AhQzBp0qRWSEQtIZPJcOvWLfXeFn1kMMXpz3/+MzIzM7F8+XIsXrwY586dw0cfffTQx9+5cwd37tzBe++9h+3bt2P+/Pk4duwYPvjgg0aPnT9/Po4fP67+GDBggC6H0mLe3t7Iz89HXV2d0FGIqAUWLFigvn306FGdvc7jykJWVhZUKhX+/ve/Y8eOHfjrX/+KNWvW4Jtvvnmq17W2tkZpaSk+/vhjjfXffPMNxGLxY0/eu3btWvTs2RNKpVJj/Zw5c/DXv/4Vubm5mDNnDuLi4hAdHY1x48Y1Ohi9X79++OGHH/Duu+8iJibmkb8XGrzxxht46aWXEBgY2MyRUmvJy8uDUqmEt7e30FEeyiCK07Vr13Ds2DF89tln6qnVDz/8EDt27EBBQUGTzwkMDMS//vUv9OvXD97e3ujevTveeustHDx4EHK5XOOx9vb2cHV1VX/o25WYfXx8oFKpcOPGDaGjEFELvPzyyxrLOTk5gpSFXr16Yf78+ejZsye8vLzQv39/zJgxA3v37tXKOD/55BNcuHCh0Xp7e3ucPn36oc8bMmQIysrKNB5TVlaGY8eOYdSoUaiurkbv3r3x73//G5s3b0Z8fDxeffVV3Lp1S2M7v/zyC4KDg7FlyxajOBDflOXm5sLS0hJubm5CR3koM6EDNEdiYiLs7e0RHh6uXhcXFwexWIyUlBQMHDiwWduprKyEra0tzMw0h/3pp5/igw8+gJeXFyZOnIhx48Y9dt+qQqGAQqFo+WAes837/23g4OAAKysrZGVlNTorsaF52BiNCcdoHLQxxgfPejxv3jx89dVXmDdvHk6ePKk+UWZDWVi8eDEqKioQHx+PN998E+bm5vj999/x6quvYseOHep3GalUKvzyyy+YM2cO5syZ80Q5y8vL4eDgoLWvZUREBO7evYv27dtrvAs4NjYWb7/9Nr788stGP1dtbW0RHx+P33//Hc888wwAYNeuXXB0dESXLl0gFosREBCgfvwf//hH7Nu3D/v378fkyZMB3PtcdOvWDdOmTVM/7sGxPGyMDeXVGL6PjeX/ZHZ2Njw9PRv9YQHodowt2aZBFKeioqJGb4E1MzODg4MDCgsLm7WNkpIS/Pjjj3j++ec11r/xxhuIjY2FlZUVjh8/jk8//RTV1dUaF+psSnp6essG0QJNXepAqVTixIkTcHZ21tnrtqamxmhsOEbj8LRjHDduHDZu3AgA+PnnnzFnzhxERERg5cqVsLKyAgAcOHAAtra2sLCwQG1tLYKCgtTHcPbq1Qvbt2/HypUrMXjwYAD3ds0FBwcjOjoaJSUlAKD+tzny8/OxYsUKTJ48WT0+bX0tDx8+jEWLFuHnn39Wr/v666/x7bff4tChQ7C2ttZ4fKdOnbBs2TI8++yzMDc3x5o1a9ClSxekpKSgtrYWGzduRGJiIsrKyqBQKFBfX4/k5GSEhYUBuPe5cHZ2bvJg9Qc9OMbc3FwoFIpmPddQGPL/SaVSibNnzyImJuaRXxOhxyhocVqwYAGWLl36yMfs3LnzqV+nsrISs2fPRseOHfGHP/xB477XX39dfTs0NBQ1NTX4+eefH1ucAgMDG/0AeFoKhQKpqakIDw+HRCLRuK+2thYHDhxAp06dGs2YGZJHjdFYcIzGQVtjXLBggbo4AUCHDh0wefJkfPzxxwgNDYVUKsXXX3+NUaNGISYmBlVVVfjhhx9w9OhRFBYWQi6Xo66uDhKJBFFRUQDuHXgeFxenXm6JgoICvPfeexg2bBjefvttnXwtlyxZgtmzZ6tnkYB7n89evXohISEBXbt2Va8PCQnBL7/8grKyMnTq1AlXr17FZ599htDQUHzyySdISUnB+++/D29vb1hYWOCtt96Co6OjxufCz8/vkZ+Lh40xOztb4/NqyIzh/+TNmzfh7OyM/v37w8vLq9H9uhxjdXV1sydEBP0NPGPGDIwZM+aRj/Hy8oKLi0ujv6bkcjnu3r3b6DpKD6qsrMTLL78MGxsb/PDDDzA3N3/k4yMjI/Hjjz+ivr6+0bti7ieRSHT2zdnUtn19faFUKlFQUKDXB801ly4/f/qCYzQOTzvGDh06aCwvXboUf/rTn/DRRx/h2LFjCA8Px/nz5zF37lxIJBIsWLAAJ0+exHvvvQdvb29YWlrijTfegFwuV+cQiUSwsbFpca6CggJMnz4dMTEx+OyzzyAW/+8wV21/Lbt27YrKykq4urqipqZGvb579+547733MH/+fIhEIlhbW2PQoEHYsWMHbty4AV9fX/VhGUlJSRgzZox6pq2qqgq3bt2CSCTS+Fzcv/woD46xYfzG9D1syP8nb968CalUCi8vr0eOQRdjbMn2BD043MnJCR07dnzkh1QqRXR0NMrLy3Hx4kX1c0+dOgWlUomIiIiHbr+yshIzZ86Eubk5Fi1a1KyDvtPS0uDg4PDI0iQEDw8PSKVSns+JyAD169dPffuvf/0rLCwsMGjQIGzbtg3bt2+Hr6+vetdTYmIixowZg4EDByIoKAguLi64efPmU2coKCjA1KlTERYWhvnz52uUJl2xsbFBdXU15s6dq7H+yy+/hKWlpfpYqJEjR+Lw4cPYuHEjRo4cqX6cj48P9u3bh7S0NFy5cgXvvPNOk8e+tNStW7eQlpaGW7duQaFQIC0tDWlpaY88xQ3pXk5ODjw9PfW++BnEu+o6duyI+Ph4/O1vf0NKSgrOnz+PefPmYfjw4XB3dwdw74fCkCFDkJKSAuBeaZoxYwaqq6vxj3/8A5WVlSgsLERhYaH6ILCDBw9i/fr1SE9PR05ODlavXo0lS5ZgypQpgo31YcRiMby9vXH9+nWhoxBRC/3zn//UWK6rq2vVslBQUIAXX3wRbdu2xXvvvYeSkhL1z8PW8I9//ANnz57VWFdfXw87OzucO3cOsbGxcHBwQHZ2tsbn4v3334e9vT0mTpyIV199FfHx8eqC+TS+++47jB49Gv/6179QXV2N0aNHY/To0Rp/nFPrUiqVyMnJ0evzNzUwmINlFixYgHnz5mHatGkQi8UYNGgQPvzwQ/X9MpkM2dnZ6inhS5cuqS9K+eC77g4cOABPT0+YmZlh1apV+PzzzwHcO1/S+++/jwkTJrTSqFrG398f+/fvf+xuRCLSL9HR0RrLW7Zswfjx4x9aFubOnYuJEyfC0dERr7zyylPPhJw4cQI5OTnIyclBr169NO67fPnyU227ubp06YKKigo4OztrnHeqa9eumDt3Lo4dO9boXXeenp5YsWKFxrqGd9M1OHjwYIuzfPHFF/jiiy9a/DzSnVu3bqGmpgb+/v5CR3ksgylObdq0wcKFCx96v6enJ65evape7tatm8ZyU3r16tXoh4g+CwgIwO7du3H9+nWeuI3IgIhEInh5eanPxfbqq6/i+eefx/Hjxxs9VhdlYezYsRg7dmyT97Xm29dtbW1RW1uLuXPnahSXzz//HN988w0KCwthY2PTanlIf2RkZMDKygrt27cXOspjGcSuOrrHyckJjo6OyMjIEDoKEbXQDz/8oL5dVlamlWN1DJFIJML8+fNx5swZjfU1NTWwtbVt8kSaLbF48WJER0drfHTu3BnTp0/HrFmznmrbpDsZGRno2LFjqxx797QMZsaJ7v3ACQgIQHp6OlQqld5eAJGIGhs6dKjGckJCAnr06KGVbS9evBhLlixp8r7OnTtj2bJlWnkdberatSsqKirQpk0bjVmvzp0748MPP8S8efOeaLsTJ05s9LluOAD8wV2mpB8qKytx69YtdOvWTegozcLiZGACAgJw5swZFBUVPfZUDESkPx48/9pbb73V6IDpJ9VUWWhgaWmpldfQBVtbW8hkMrz33nsaB9B/9tln+Oabb1BQUNDiXXdt2rRpdOFhhUKB0tJS9ZuJSL9kZmZCJBIZxPFNAHfVGZwOHTrAzMwMmZmZQkchohb6/vvv1bfPnTunte22adMGPj4+TX7oe1kQiUT46quvcOrUKY31VVVVsLW1RWJiokDJqLVkZmaiXbt2BnN8G4uTgTE3N4evry+PcyIyQPdfTw0A/wC6T7du3VBeXt5ofUxMDD755JPWD0StQqlUIjMzU+OahPqOxckABQQEICcnB3V1dUJHIaIWePCivx9//LFASfSTnZ0dlEol3n77bY31n376Kdq0aYPq6mqBkpGu5OXloba2lsWJdMvf3x8KhQLZ2dlCRyGiFvrTn/6kvr169WoBk+gnkUiEhQsXIiEhQWP93bt3YWNjoz4/HxmHjIwMWFtbo127dkJHaTYWJwPk5OQEZ2dn7q4jMkB/+ctfNJaLiooESqLfYmNjm9x1FxUVhb///e8CJCJdyMjIgL+/v0G9S5zFyUAFBAQgIyMDKpVK6ChE1AJt27bVWL7/gHHS1LDr7q233tJY//HHH8PZ2Zm77gxceXk58vPzDWo3HcDiZLBCQkJQXl6OvLw8oaMQUQuNGDFCffvTTz8VMIn+E4lE+Oabb3DixAmN9SUlJbCxsVFfn5QMz+XLlyGRSFicqHV4e3vDzs6OF6UkMkDz58/XWG64xiY9XFxcHO7evdtofWRkJP7xj38IkIie1sWLF+Hv76/X5xprCouTgRKJRAgLC8Ply5e5u47IwISFhWksr1u3TqAkhsXe3h5KpRJ//OMfNdZ/+OGHcHNzYwE1IGVlZcjLy0OnTp2EjtJiLE4GLCwsDBUVFcjNzRU6ChG1gEgkQlBQkHqZ11BrPpFIhO+++67RBZILCwthbW2N1NRUgZJRS1y+fBlmZmYGecF6FicD5unpCQcHB+6uIzJA//rXv9S36+vrNa7XRo/Xo0ePJnfdRURENNoVSvrn4sWLCAgIgIWFhdBRWozFyYDdv7vOVK+0TmSo+vXrp7F85MgRgZIYroZdd6+//rrG+rlz58LDw4O77vRUSUkJbt26ZZC76QAWJ4MXFhaGqqoqXL9+XegoRNQCEolE49w1b775poBpDJdIJML333+Po0ePaqwvKCiAtbU1Ll26JFAyephLly7B3Nzc4N5N14DFycC1a9cOjo6O/OFAZICWLl2qvs1d7k8nPj4eZWVljdZ36tQJX331VesHooe6dOkSAgMDIZVKhY7yRFicDFzD7rq0tDQeI0FkYCZNmqSxnJaWJlAS4+Dg4AClUolXX31VY/3cuXMxdOhQ1NbWCpSMGhQXFyM/P99gd9MBLE5GISwsDNXV1bx2HZGBsba21lieO3euQEmMh0gkwqJFixodM1ZYWAhbW1tcvnxZoGQE3JtZlUql8Pf3FzrKE2NxMgIeHh5wdnbmVD+RAbq/LG3ZskW4IEamV69eKC0tbbQ+LCwMCxYsECARqVQqXLx4EcHBwTA3Nxc6zhNjcTICIpEIERERuHTpEurq6oSOQ0Qt8OB12AoKCoQJYoTatGkDpVKJV155RWP9X/7yF3h7e3PXXSu7efMmCgsLERERIXSUp8LiZCSio6Mhl8s560RkYFxdXTWWFy5cKFAS49Sw627x4sUa62/cuAErKyseV9aKLly4AAcHB/j5+Qkd5amwOBkJe3t7BAQE4MKFC0JHIaIWGj9+vPr2P//5TwGTGK8uXbqgsLCw0frQ0FB8/fXXAiQyLXV1dbh48SJiYmIgFht29TDs9KQhJiYGN2/eRH5+vtBRiKgFPvvsM43lqqoqgZIYN0dHRyiVSsycOVNj/TvvvAM/Pz/uutOhS5cuQSaTISoqSugoT43FyYgEBATA1taWs05EBubB63WtXLlSoCTGTyQSYdmyZThw4IDG+uzsbFhZWeHq1asCJTNu58+fh7+/PxwcHISO8tRYnIyIRCJBVFQUUlJSIJPJhI5DRC1w/1/ic+bMES6IiejXrx9KSkoarQ8ODsb//d//tX4gI1ZQUICbN28iJiZG6ChaweJkZGJiYlBbW8sDHokMzIO/rOVyuTBBTEjDrrvp06drrP/Tn/4Ef39/vktZSy5cuABbW9tGM6uGisXJyDg5OcHX15e764gMTHx8vMbyvn37BEpiWkQiEX755ZdGn+9r167B0tIS6enpAiUzDnK5HCkpKYiKioJEIhE6jlawOBmhmJgYXL9+HcXFxUJHIaJmEovFsLGxUS//4Q9/EDCN6RkwYECTPzODgoLwr3/9S4BExiEtLQ01NTWIjo4WOorWsDgZoZCQEFhZWXHWicjALFmyRH07KysLKpVKwDSmx8nJCUqlElOnTtVY/8YbbyAoKIi77p7A+fPn0aFDBzg7OwsdRWtYnIyQmZkZIiIikJSUxOMkiAzIuHHjNJZTUlIESmK6RCIRfv31V+zdu1djfXp6OiwtLZGRkSFQMsNTVFSE69evG81B4Q1YnIxU165dUVVVhdTUVKGjEFEzWVpaaiy/9957AiWhgQMHoqioqNH6wMBA/PDDDwIkMjynTp2Cra0tQkNDhY6iVSxORsrFxQWBgYFISEjgdD+RAZk3b5769p49ewRMQs7OzlAqlZgyZYrG+j/84Q8IDQ1FfX29QMn0X3V1NZKTk9G1a1eYmZkJHUerWJyMWFxcHO7cuYOsrCyhoxBRM7322msayzdv3hQoCQH3dt2tXLkSu3fv1liflpYGCwsLZGZmCpRMv507dw7Avb0fxobFyYj5+Pigbdu2SEhIEDoKETWTk5OTxvIXX3whUBK63+DBg5vcdRcQEIBFixYJkEh/yeVynDlzBpGRkbC2thY6jtaxOBkxkUiE7t27IzMzE3fu3BE6DhE107Rp09S3v//+ewGT0P2cnZ2hUCgwadIkjfWvvfYawsPDuevuv1JTU1FZWYnY2Fiho+gEi5ORCwsLg729PWediAzIxx9/rLFcXl4uUBJ6kFgsxurVq7Fr1y6N9RcvXoSFhQWuXbsmUDL9oFKpkJCQgKCgILi4uAgdRydYnIycRCJBt27dkJKSgsrKSqHjEFEz+Pr6aiwvX75coCT0MEOGDEFhYWGj9f7+/hrn4zI1WVlZuHPnDrp37y50FJ1hcTIBMTExkEgkOHv2rNBRiKiZ4uLi1Lffeust4YLQQ7m4uEChUGDChAka61999VVERUWZ5K67kydPom3btvDx8RE6is6wOJkAKysrREdH4+zZs5DJZELHIaJmWLhwocYy/+/qJ7FYjLVr12L79u0a65OTk2FhYYHs7GyBkrW+goICXLt2Dd27d4dIJBI6js6wOJmI2NhY1NTUIDk5WegoRNQM3bp101h+8Bcz6Zfhw4c3+SYcPz8/LF26VIBEre/UqVOwt7dHWFiY0FF0isXJRDg6OiIkJAQnTpyAQqEQOg4RPYZIJNI4uPbB8zuR/nF1dYVCoWh06ZxZs2ahc+fORj1rePfuXaSkpKBbt26QSCRCx9EpFicT0qtXL5SWlvL6V0QGYvHixerb+fn5vAqAARCLxdiwYQN+//13jfUXLlyAVCrF9evXhQmmY0ePHoWFhYVRnvDyQSxOJsTDwwOhoaE4evQoZ52IDMDIkSM1lhvOxkz6b+TIkSgoKGi03tfXF7/88osAiXSnrKwMiYmJ6NGjB6RSqdBxdI7FycT07t0bpaWlPNaJyAA8+Evoz3/+s0BJ6Em4ublBoVBgzJgxGutnzpyJZ555xmh23R09ehRWVlYmMdsEsDiZHHd3d4SFheHIkSOcdSIyAAsWLFDfPnr0qIBJ6EmIxWJs2rQJW7du1Vh/9uxZSKVS5OTkCJRMO0pLS5GUlISePXuaxGwTwOJkkvr06YPy8nIkJiYKHYWIHuPll1/WWDbWY2SM3ahRo5rcddehQweDPsHp0aNHYW1tjS5duggdpdWwOJkgV1dXhIWF4ejRo5DL5ULHIaJHcHBw0FieN2+eQEnoaTXsuhs1apTG+hkzZiA2Ntbgdt2VlJQgOTkZPXv2hLm5udBxWg2Lk4nq06cPKioqOOtEZABeffVV9W1jO7DY1IjFYmzduhWbN2/WWH/69GlIpVLk5uY2e1tC/+F79OhR2NjYoHPnzoLmaG0GU5zKysrwzjvvICYmBl26dMHcuXNRVVX1yOe8+OKLCAoK0vj46KOPNB5z69YtzJo1C5GRkejevTu+/PJLwb8ZW4OLiwvCw8Nx7NgxkxgvkSGbO3euxnJpaalASUhbRo8ejfz8/EbrfXx8sGLFisc+v6KiAqNGjRLsWNXi4mKTnG0CDKg4/fnPf0ZmZiaWL1+OxYsX49y5c41KUFMmTJiA48ePqz/effdd9X0KhQKzZ8+GTCbDmjVr8MUXX2Dz5s347rvvdDkUvdG7d29UVFTg/PnzQkchokfw8vLSWH7wIrJZWVn4/PPPMWjQoNaMRU/J3d0dcrkcI0aM0Fg/bdo09OjR45F/1P7lL3/Brl27sG7dOl3HbNKRI0dgZ2dncrNNgIEUp2vXruHYsWP47LPPEBkZiS5duuDDDz/Ejh07mjzY7n6WlpZwdXVVf9ja2qrvO378ODIzM/HPf/4TISEh6N27N958802sWrXKJC7O6OzsjIiICBw/ftwkxktkyPr376++/de//hU3b97EN998g27duqFjx4744IMPUFNTI2BCehISiQTbtm3Dxo0bNdafPHkS5ubmuHHjRqPn7N27V12e//73v7f6rFNhYSFSU1PRs2dPmJmZtepr6wODKE6JiYmwt7dHeHi4el1cXBzEYvFjz4K9bds2dOvWDSNGjMDChQs1frAkJSUhMDBQ47IGPXv2RGVlJTIzM7U/ED3Up08fVFdX4+TJk0JHIaJH+OqrrzSWvby88Pbbb+PMmTPqdf7+/q0di7Rk7NixuH37dqP13t7e+M9//qNevnv3LmbOnKlevnLlCtasWdMqGRvs3bsXbdq0QUxMTKu+rr4wiKpYVFQEJycnjXVmZmZwcHBAYWHhQ583YsQItGvXDm5ubrh69SoWLFiA7OxsfP/99+rt3l+aAKiXH7Vd4N5uPm23/IbtteZfD/b29ujatSuOHTuGyMhI2Nvb6/T1hBhja+MYjYO+jPHu3bvYunVro1+OTV1+xc/Pr8V59WWcumQoY3R1dUVdXR2effZZ7N69W73+xRdfxJIlS7B//3786U9/Ql5ensbz/v73v6tPsqnrMWZmZuLq1auYMGECRCJRq35Odfl1bMk2BS1OCxYseOxVo3fu3PnE23/++efVt4OCguDq6oqXXnoJubm58Pb2fuLtAkB6evpTPf9RUlNTdbbtpjg4OKCoqAg///wz+vbt2yqv2dpjFALHaByEGGNtbS2OHTuGPXv24MSJEw99m7pDj0lQVJagMnkPgHt/UCYlJT3Ra/JrqT8+++wz9OnTB++//7563fHjx2FpaaleFkmtYO7YDvUF15Ceno4FCxZg+PDhOh2jUqnEhg0bYGVlhdra2if+XntaQn8dBS1OM2bMaHQq+gd5eXnBxcUFJSUlGuvlcjnu3r0LV1fXZr9eZGQkACAnJwfe3t5wcXFptKuvqKgIAB673cDAQFhbWzf7tZtDoVAgNTUV4eHhrX51abFYjB07dsDV1RXt27fX2esIOcbWwjEaB6HGqFKpMHLkSI0ZhwZiK3soa8rhPOwt2HTqD5FIhOJd/3szy4ABAxAVFdWi1+PXUj9FRUVh8uTJjd4Y0MCx38swd2yHgt/+CgBYsWIFBg8ejOjoaJ2N8ezZs7C0tMTLL7+Mtm3b6uQ1HkWXX8fq6upmT4gIWpycnJwa7YJrSnR0NMrLy3Hx4kV06tQJAHDq1CkolUpEREQ0+/XS0tIA/K8URUVFYfHixSguLoazszOAewfk2draPvZYAYlEorNvTl1u+2G6du2K8+fPY//+/Zg+fTpEIpFOX0+IMbY2jtE4CDHGNWvWoG/fvvedZ00E1zF/hVVA90b/N2Vl/zsuJjAw8Imz8mupfzw9PSGXyzFs2DDs3btX4z7biEEQiUSw8I5AXW4Krl27ht27d6NLly46GWNtbS2OHj2K6OhoeHp6an37LaGLr2NLtmcQB4d37NgR8fHx+Nvf/oaUlBScP38e8+bNw/Dhw+Hu7g4AKCgowJAhQ9QzSLm5ufjhhx9w8eJF5OXl4cCBA3jvvffQtWtXBAcHA7h3ILi/vz/effddXLlyBceOHcP//d//YfLkySZzzZ0GYrEYgwcPRm5uLi5fvix0HCKT5uDggD179iAoKOi/a1QoO74ayrrG566Tl9wCcO8PwgfPMk6GTyKR4LXXXtNY5/HiQnWBbtPzBfX6ZcuW6ey8fA1Xmrj/3Z2myiCKE3DveCg/Pz9MmzYNs2bNQkxMDP7+97+r75fJZMjOzla/a87c3BwJCQmYOXMmhg4dii+//BKDBg3C4sWL1c+RSCRYvHgxxGIxnn/+efzlL3/B6NGj8cYbb7T6+PRBx44dERgYiH379vGkmEQCc3V1xb59+9THY8oKr6Nw/SdQ1teqH6OU1UJRWQyA76gzVsXFxZg9e7Z62b7bc7BoF6RetvTqBEufe3te8vLyNN6Bpy0lJSU4ffo0evToATs7O61v39AYxLvqAKBNmzZYuHDhQ+/39PTE1atX1ctt27Zt1jdQ+/btH3uAuikZNGgQfvzxR5w6dQo9e/YUOg6RSfPy8sK+ffsQHx+PO3fuoO7WFRRu/gfcxn0EkZk55GX/O/M0i5Nxev3119XnK7TyfwZtek9r9BiHnpNRm3Nvb8s//vEPTJ06Vatn8963bx9sbGwQFxentW0aMoOZcaLW4eLioj49QWVlpdBxiExeYGAg9u7dq94NV3s9EUXb/gmVUgF56f+Ob2JxMj7r16/H2rVr1csS6zaoTjuK+jvZUMn/d9JiS88wWPpEAQCys7ObdcmW5rp+/TrS0tIwYMAAk7u0ysMYzIwTtZ4+ffogJSUFBw8ebHQVbyJqfZGRkdixYwcGDRqE6upqVKefRPHuf8Hc+X8H6bI4GZc7d+40OrapMmUvKlP+e5C4SAyzNh4wd/GGubMXzF28UJuTBODe6Qy0MeukVCqxZ88etG/fXuME1KaOM07UiJWVFfr164cLFy606ErdRKQ7PXr0wKZNm9S/DKtS96P81Ab1/QEBAUJFIx1ITU3FoEGDEBUVpXH+JjWVEvLSW6jJOIXyU+tRcX6b+q7r16/j119/feoMZ86cQX5+PoYOHarzd1obEhYnalLnzp3h6emJbdu28UBxIj0xePBgrF69GmLxvR/dytr/7U7njJNx6d+/P1atWoXExERUVlYiIyMDW7duxfz58/Hiiy+ic+fOjzyX4GefffZU1yC9e/cuDh48iK5duwp++gF9w1111CSxWIyRI0diyZIlOHHiBHr37i10JCIC8Nxzz2Hp0qUa1ytzcnKCo6OjgKlIlyQSCfz9/eHv769x+IRSqUROTg4uX76Mixcv4sSJE7h9+zbS0tKQk5ODf//735g1a1aLX0+lUmHHjh2wtLTk6QeawOJED+Xu7o4ePXrg6NGjCAsLa3RdPyISxowZM1BWVoZ33nkHAGebTJVYLIavry98fX0xZMgQ9ZnjxWIxbty4geLi4ifa7uXLl5Geno6JEyfCwsJCy6kNH3fV0SP16tULDg4O2L59e5MXFSUiYbz99tv48MMPAbA4kSaRSARvb29ER0e3+Lm1tbXYtWsXQkJC1CeLJk0sTvRI5ubmGDFiBK5fvy7YBR2JqGl///vf8Yc//IHFibRm//79kMlkGDp0qNBR9BZ31dFj+fn5ITIyEnv37kVgYCBsbGyEjkREuDez8O233yInJ0foKGQEcnNzce7cOQwbNgz29vZCx9FbnHGiZhk06N4FJZu6YjsRCafhOBeipyGXy7Ft2zZ4enqiS5cuQsfRayxO1Cw2NjYYNGgQUlNTkZmZKXQcIiLSohMnTqC4uBgjR45Un+6CmsbPDjVbZGQkfH19sX37dtTV1Qkdh4iItKCwsBBHjx5Fjx494O7uLnQcvcfiRM0mEokwatQoVFdXc5cdEZERUCgU2LhxI5ycnNCrVy+h4xgEFidqEUdHRwwdOhSJiYlIS0sTOg4RET2FQ4cOobCwEGPHjuVFfJuJxYlaLCoqCiEhIdi2bRsqKiqEjkNERE8gJycHJ06cQN++fdG2bVuh4xgMFidqMZFIpD6AcOvWrTwxJhGRgamtrcWmTZvg7e2NuLg4oeMYFBYneiLW1tYYPXo0MjMzcfbsWaHjEBFRC+zatQu1tbUYM2YM30XXQvxs0RPz9/fHM888g71796KwsFDoOERE1AyXLl1CcnIyhg0bhjZt2ggdx+CwONFTGThwINq0aYNNmzZBoVAIHYeIiB6hvLwc27dvR1hYGCIiIoSOY5BYnOipmJubY9y4cSgoKMDhw4eFjkNERA+hUqmwZcsWmJmZYcSIERCJREJHMkgsTvTU2rZti759++L48eO8ZhYRkZ46ffo0srKyMHr0aFhZWQkdx2CxOJFW9OjRA15eXti4cSOqqqqEjkNERPe5efMm9u3bh9jYWHTs2FHoOAaNxYm0QiwW47nnnlOfhVapVAodiYiIAFRXV2PdunVo27YtBgwYIHQcg8fiRFpjb2+P5557DtnZ2Th06JDQcYiITJ5SqcTGjRshk8kwfvx4mJmZCR3J4LE4kVb5+vpiwIABOHbsGK5evSp0HCIik3bkyBFkZWXhueeeg4ODg9BxjAKLE2ldXFwcgoODsXnzZpSUlAgdh4jIJKWnp+PIkSPo168f/Pz8hI5jNFicSOtEIhFGjx4Na2trrFu3DjKZTOhIREQmpbS0FJs2bUJQUBB69uwpdByjwuJEOmFpaYnnn38excXF2LFjB69nR0TUSmQyGdatWwcrKyuMGTOG52vSMhYn0hl3d3eMHDkSSUlJuHDhgtBxiIhMws6dO1FYWIjnn38elpaWQscxOixOpFMRERHo2rUrdu7ciVu3bgkdh4jIqF24cAGJiYkYMWIEPDw8hI5jlFicSOcGDx4MDw8PrFmzBhUVFULHISIySvn5+di5cyc6d+6MqKgooeMYLRYn0jkzMzNMnDgRAPDbb7/xYHEiIi0rKSnBnj174OnpiaFDhwodx6ixOFGrsLOzwwsvvIDi4mIcOHCAZxYnItKSmpoarF69GhYWFpgwYQJPcqljLE7Uajw8PPDcc88hNzcX+/btEzoOEZHBUygUWLt2LWpqajB06FBYW1sLHcnosThRqwoICEBcXBxOnTqFs2fPCh2HiMhgqVQqbNu2DTdu3MDzzz/PM4O3EhYnanWdOnVCt27dsHPnTmRkZAgdh4jIIB07dgxJSUkYPXo0vL29hY5jMlicSBCDBg1CYGAg1q9fj/z8fKHjEBEZlNTUVBw8eBB9+/ZFeHi40HFMCosTCUIsFmPcuHFwdnbG6tWreZoCIqJmys3NxdatWxEZGYlevXoJHcfksDiRYKRSKV544QUAwOrVq1FfXy9wIiIi/VZSUoI1a9agffv2GDlyJC+nIgAWJxLU/acpWLt2LeRyudCRiIj0UkVFBVauXAkrKys8//zzPO2AQFicSHAeHh6YNGkScnJysHnzZp7jiYjoATU1NfjPf/4DhUKBF198kacdEBCLE+kFX19fPPfcc0hLS8P27duhUqmEjkREpBfq6+uxatUqVFRU4MUXX0SbNm2EjmTSWJxIbwQHB2PUqFG4cOEC9u/fz/JERCZPLpdj7dq1uHPnDqZMmQJXV1ehI5k87iAlvRIVFYXa2lrs3r0bFhYWfMcIEZkspVKJjRs3IicnB1OmTEG7du2EjkRgcSI9FBsbi7q6Ohw8eBDm5ubo3r270JGIiFqVUqnE5s2bcfXqVUycOBEdOnQQOhL9F4sT6aVevXpBJpNhz549MDMzQ9euXYWORETUKhoupXLx4kWMHz8egYGBQkei+7A4kV4SiUTo378/ZDIZduzYAXNzc0RFRQkdi4hIp1QqFXbt2oWkpCSMGTMGoaGhQkeiB7A4kd4SiUQYMmQI5HI5tm7dCrFYjIiICKFjERHphEqlwt69e3HmzBmMHDmSP+/0FIsT6TWRSIQRI0ao9/fLZDJ07txZ6FhERFqlUqmwY8cOnDt3DsOGDePPOT3G4kR6TyQSYdSoUTA3N8e2bdsgk8kQGxsrdCwiIq1QKpXYunUrUlJS8OyzzyI6OlroSPQIBlOcysrKMG/ePBw6dAhisRiDBg3CBx98ABsbmyYfn5eXh/79+zd53//93/9h6NChAICgoKBG93/99dcYPny49sLTUxOJRBg6dCjMzc2xe/duyGQyxMfHCx2LiOipKBQKbNy4EVeuXMG4cePQqVMnoSPRYxhMcfrzn/+MwsJCLF++HDKZDHPnzsVHH32EhQsXNvn4tm3b4vjx4xrr1q5di59//rnRuYHmz5+v8UvY3t5e+wOgpyYSiTBgwABIpVIcOHAA9fX16NevHy9ySUQGSS6XY926dbh27RomTJiA4OBgoSNRMxhEcbp27RqOHTuGDRs2IDw8HADw4YcfYtasWXj33Xfh7u7e6DkSiaTRGVb379+PoUOHNpqlsre359lYDYRIJELv3r1hbm6OvXv3or6+HkOGDGF5IiKDUl9fj99++w15eXl44YUX0LFjR6EjUTMZRHFKTEyEvb29ujQBQFxcHMRiMVJSUjBw4MDHbuPixYtIS0vDRx991Oi+Tz/9FB988AG8vLwwceJEjBs37rG/iBUKBRQKRcsH85ht3v+vMdLWGLt16waxWIydO3eirq4Ow4cPh1isH1cQ4tfROJjCGAHTGKe+jbG2tharV69GQUEBXnjhBfj4+Dx1Nn0boy7ocowt2aZBFKeioiI4OTlprDMzM4ODgwMKCwubtY0NGzagY8eOiImJ0Vj/xhtvIDY2FlZWVjh+/Dg+/fRTVFdXY+rUqY/cXnp6essG0QKpqak627a+0MYYzc3NERwcjF27diE9PR19+/bVm/IE8OtoLExhjIBpjFMfxlhbW4udO3eivLwcw4YNQ2lpKUpLS7W2fX0Yo64JPUZBi9OCBQuwdOnSRz5m586dT/06tbW12L59O1577bVG973++uvq26GhoaipqcHPP//82OIUGBgIa2vrp852P4VCgdTUVISHh0MikWh12/pC22OMiopCp06dsGnTJqSnp2PcuHEwNzfXQtInx6+jcTCFMQKmMU59GePdu3exevVq2Nvb47XXXoOHh4fWtq0vY9QlXY6xurq62RMighanGTNmYMyYMY98jJeXF1xcXFBSUqKxXi6X4+7du806Nmn37t2ora3F6NGjH/vYyMhI/Pjjj6ivr4dUKn3o4yQSic6+OXW5bX2hzTFGRETAysoK69atw8qVKzFp0iTY2tpqZdtPg19H42AKYwRMY5xCjvH27dtYvXo1JBIJZs6cCRcXF528Dr+OT77N5hK0ODk5OTXaBdeU6OholJeX4+LFi+q3ap46dQpKpbJZZ1bduHEj+vXr16zXSktLg4ODwyNLE+mfgIAATJ8+HatXr8ayZcswefJkHvBPRHohIyMD69evh4uLC1544QW9+MOOnpz+HBDyCB07dkR8fDz+9re/ISUlBefPn8e8efMwfPhw9TvqCgoKMGTIEKSkpGg8NycnB2fPnsVzzz3XaLsHDx7E+vXrkZ6ejpycHKxevRpLlizBlClTWmVcpF3t2rXDK6+8AqlUip9//hnZ2dlCRyIiE3f27FmsXr0afn5+eOmll1iajIBBHBwO3Dseat68eZg2bZr6BJgffvih+n6ZTIbs7GzU1NRoPG/jxo3w8PBAz549G23TzMwMq1atwueffw4A8Pb2xvvvv48JEybodjCkMw4ODpgxYwbWrVuH//znPxg1ahQiIyOFjkVEJkalUmHfvn04efIkYmNjMWjQIL168wo9OYMpTm3atHnoyS4BwNPTE1evXm20/u2338bbb7/d5HN69erV6GSYZPgsLS0xefJk7NixA5s3b0ZpaSl69+7Ncz0RUauQyWTYvHkz0tLSMHToUHTr1k3oSKRFBlOciFpCIpFg5MiRcHR0xIEDB1BaWopRo0YZ/UGTRCSsqqoq/PbbbygoKMDEiRObvKwXGTYWJzJaIpEI8fHxaNOmDbZs2YLy8nJMmDABVlZWQkcjIiNUVFSEVatWQSaTYfr06WjXrp3QkUgHuMOVjF54eDimTp2K/Px8LF26FAUFBUJHIiIjc+XKFSxduhRmZmZ4+eWXWZqMGIsTmQQfHx/MmjULUqkUy5Yta/TuSyKiJ6FUKnHgwAGsWbMGfn5+ePnll9GmTRuhY5EOcVcdmQxHR0fMnDkT27dvx6ZNm5CXl4fBgwfzuCcieiLV1dXYsGEDsrOzMXDgQMTFxfFNKCaAxYlMirm5OUaPHg0vLy/s2rULt2/fxvjx42Fvby90NCIyIDdv3sS6desgl8sxdepU+Pr6Ch2JWgl31ZHJEYlE6NKlC6ZPn467d+9iyZIluH79utCxiMhAnD9/Hr/88gtsbW0xa9YsliYTw+JEJsvT0xOzZ8+Gm5sbVqxYgZMnT0KlUgkdi4j0lEwmw9atW7Ft2zZER0dj+vTpcHBwEDoWtTLuqiOTZmNjgxdffBEHDhzA3r17cfPmTYwaNQoWFhZCRyMiPVJWVoa1a9eisLAQo0ePRlRUlNCRSCCccSKTJxaLMXDgQEyYMAEZGRlYsmQJ8vLyhI5FRHri4sWLWLx4MWprazFz5kyWJhPHGSei/woNDYW7uzs2bdqEX375Bb1790Z8fDyvL0Vkompra7Fz506kpKSgU6dOGD58OE+gSyxORPdzdnbGjBkzcPToURw+fBiZmZkYM2YMnJychI5GRK3o+vXr2Lx5M2prazF27FiEh4fzVAMEgLvqiBqRSCTo27cvZsyYgcrKSixevBiJiYk8cJzIBCgUCuzfvx+//vor2rRpgzlz5iAiIoKlidQ440T0EF5eXnj11Vexe/dubN26FRkZGRgxYgSsra2FjkZEOlBYWIhNmzahoKAA/fv3R1xcHHfVUyP8jiB6BAsLCzz77LOYMGECsrOzsWjRIly7dk3oWESkRSqVCmfOnMGSJUsgk8nw8ssvo2fPnixN1CTOOBE1Q2hoKDw9PbFlyxasXLkS3bp1Q//+/SGVSoWORkRP4e7du9i+fTsyMjLQtWtXDBo0CObm5kLHIj3G4kTUTPb29njxxRdx+vRpHDhwAFeuXMHw4cMRGBgodDQiaiGlUomzZ8/iwIEDkEqleOGFF/h/mZqFxYmoBUQiEWJjYxEUFITt27dj9erVCAsLw9ChQ2Frayt0PCJqhoKCAvz++++4efMmunbtiv79+8PS0lLoWGQgWJyInoCjoyOmTJmCixcvYvfu3fj+++8xcOBAxMTECB2NiB5CJpPh0KFDOHnypPrUI97e3kLHIgPD4kT0hEQiEcLDw9GxY0fs27cP27ZtQ3JyMoYNGyZ0NCJ6QF5eHo4ePYqqqir06dMHPXr0gEQiEToWGSC+ZYDoKVlbW+PZZ5/FtGnTUFVVhSVLluDcuXOQy+VCRyMyeVVVVdi8eTN27NgBBwcHzJkzB7169WJpoifGGSciLfH19cWcOXNw6NAhbNy4EXV1dRgxYgT8/PyEjkZkcpRKJZKSkrBv3z4olUr07t0bzz//PMzM+GuPng6/g4i0yMzMDP369QMA5OTkYMWKFQgMDMSgQYPg4uIicDoi05CdnY09e/YgPz8fERERGDBgADIyMnj2b9IKFiciHXByckLfvn1x9epV7Nu3Dz/++CO6du2K3r1788zjRDpSXFyMvXv34urVq/D09MTMmTPh5eUFhUIhdDQyIixORDoiEokQFhaGoKAgnDp1CseOHUNycjJ69+6NZ555hsdYEGlJTU0Njhw5gjNnzsDOzg7PPfccwsLCOMNEOsHiRKRjZmZm6NmzJ6Kjo3Ho0CHs3bsXZ8+excCBAxEcHMwf7kRPSKFQ4OzZszhy5AgUCgX69u2L2NhYnvmbdIrFiaiV2NjYYMSIEXjmmWewZ88erF27Fh06dMDgwYPRtm1boeMRGQyVSqXeDV5SUoKYmBj07duXJ6GlVsHiRNTK3NzcMGXKFGRmZmLv3r346aefEBYWhl69esHNzU3oeER6S6VSITs7G4cPH0Zubi78/PwwYcIEuLu7Cx2NTAiLE5EARCIRAgIC0LFjRyQmJuLo0aNYtGgRQkND0bt3bxYoovs8WJjatWuHyZMnw9/fn7u6qdWxOBEJSCwWo3PnzoiKikJSUhKOHTvGAkX0Xw8Wpvbt27MwkeBYnIj0gEQiaVSgfvzxR4SFhbFAkclRqVTIysrC4cOHcePGDRYm0issTkR65P4ClZycjKNHj7JAkclgYSJDwOJEpIckEgliYmIQGRmpUaCCgoIQGxuLDh068BcJGQ2FQoHLly/j1KlTuHnzJgsT6TUWJyI9dn+BSklJwalTp/Drr7/C3d0dsbGxCA8P57W3yGBVV1fj/PnzOHPmDCoqKuDn54cpU6agY8eOLEykt/gTl8gASCQSREdHIyoqCtevX8epU6fw+++/Y//+/ejSpQu6dOkCOzs7oWMSNcudO3dw+vRpJCcnAwAiIiIQGxvLXdFkEFiciAyISCSCr68vfH19UVxcjNOnTyMhIQHHjx9Hp06dEBsby5Npkl5SqVTIzMzEqVOncO3aNdjZ2aFXr17o3LkzbGxshI5H1GwsTkQGytnZGcOGDUO/fv1w4cIFnDlzBsnJyfDx8cEzzzyDoKAg7sYjwdXU1CA1NRVnzpxBUVER2rVrh7FjxyIsLIzXaySDxJ+qRAbO0tIScXFxiI2NxZUrV3Dq1CmsX78eVlZWCA8PR3R0NDw8PHjMCLUapVKJrKwsJCUl4cqVK1AqlQgODsaoUaPg5eXF70UyaCxOREZCLBYjNDQUoaGhKCwsRFJSEpKTk3HmzBm4u7sjKioKERER3C1COlNcXKz+visvL4erqyv69u2LyMhIXkeOjAaLE5ERcnV1xcCBA9G/f39kZmYiKSkJ+/fvx759+xAYGIjo6Gj4+/tzVwk9tbq6Oly6dAlJSUnIzc2FpaUlOnXqhOjoaLRr146zS2R0WJyIjJhYLEZgYCACAwNRXV2N1NRUJCUl4bfffoONjQ0iIyMRFhbGX3DUIgqFAtnZ2UhNTcXly5chl8vh5+eHcePGITg4GObm5kJHJNIZFiciE2FtbY1u3bqhW7duyM/PR1JSEpKSknDy5EnY29sjJCQEISEh8Pb2hlgsFjou6RmZTIZr167h8uXLSE9PR21tLZycnBAfH4/IyEg4ODgIHZGoVbA4EZkgDw8PDBkyBIMGDUJubi7S0tKQlpaG06dPw8bGBsHBwQgJCYGvry9355mw2tpaZGRkIC0tDRkZGZDJZHBzc0O3bt0QEhICd3d3zlSSyWFxIjJhYrEYHTp0QIcOHTBkyBDcvHlTXaLOnz8PS0tLBAYGIiQkBP7+/twFYwKqqqpw9epVpKWlISsrCwqFAu3bt0fv3r0REhICZ2dnoSMSCYrFiYgA3Du5pqenJzw9PTFgwADcuXNHXaJSUlJgZmYGb29v+Pn5wdvbG0qlUujIpAVyuRx5eXkoKipCTk4Obt++DQDw8fHBoEGDEBwczN1wRPdhcSKiRkQiEdzd3eHu7o4+ffqguLgYGRkZyMrKwtGjR1FbW4vS0lJkZmbC398ffn5+cHJy4m4bA6BUKpGfn4+srCxkZWXh+vXryMvLQ8eOHeHv74+uXbsiMDCQp60geggWJyJ6LGdnZzg7OyM2NhYKhQK5ubnYu3cvqqqqsGvXLiiVSjg4OMDPzw9+fn7o0KEDr52nJ1QqFUpKSpCdnY2srCxkZ2ejpqYGUqkUPj4+6NevH6qrq9GvXz+eaZ6oGfi/hIhaRCKRwNvbG126dEFUVBTkcjlycnLUMxiJiYkAAHt7e7Rv3x6enp5o37492rZtCwsLC4HTG7+qqircvHlT46OmpgZisRjt27fHM888Az8/P3h6ekIikUChUCApKYmzhUTNxOJERE/FwsJCfa4oAKioqMCNGzfUv7SPHDmC+vp6iEQiuLq6on379uoPNzc3vmvvKdTX1+P27dsaJamsrAwAYGNjg/bt2yM2Nhbt27eHl5cXiyuRFhhMcVq0aBGOHDmCtLQ0mJub49y5c499jkqlwnfffYf169ejvLwcMTEx+OSTT9ChQwf1Y8rKyjBv3jwcOnQIYrEYgwYNwgcffMD9+0RPyM7OTn3pF+DeMTVFRUUav9yTk5OhVCphZmYGNzc3uLq6wsXFRf3h5OTEQnWf+vp6FBcXo6ioSP1RWFiIwsJCqFQqmJubo127dggNDVWXUgcHB84iEemAwRQnmUyGIUOGICoqChs2bGjWc5YuXYqVK1fiiy++gKenJ7799lvMnDkTO3fuVP/l9ec//xmFhYVYvnw5ZDIZ5s6di48++ggLFy7U5XCITIZYLIabmxvc3NwQHR0N4N7/5/z8fNy8eRMFBQUoKirC1atXUVtbq36Ok5OTRplydXWFk5MTLC0tjbIQqFQqVFVVaZSjho+GWSTgXjF1cXGBj4+PejbJ1dWVJy0laiUGU5zeeOMNAMCmTZua9XiVSoUVK1Zgzpw5GDBgAADgq6++QlxcHPbv34/hw4fj2rVrOHbsGDZs2IDw8HAAwIcffohZs2bh3Xffhbu7u24GQ2TizM3N4eXlBS8vL/W6popDYWEhUlNTcffuXY3n2tnZwd7eHnZ2dhq371+nTzNWMpkM5eXlqKioUP97/+3y8nJUVlZCoVAA0CyOnTp10iiQlpaWAo+GyLQZTHFqqby8PBQWFiIuLk69zs7ODpGRkUhMTMTw4cORmJgIe3t7dWkCgLi4OIjFYqSkpGDgwIEP3b5CoVD/kNOWhu1pe7v6hGM0Droao5WVVaNCBfxvV1VJSYm6dFRUVODu3bu4ceMGKioqIJPJNJ5jbW0NCwsL9YdUKlX/23D7/vskEglEIpH6Q6lU4saNG7C0tIRYLIZKpVJ/yOVy1NXVoa6uDvX19ep/G27fv762tlY9k9bA0tJSXfQcHR3h5eWlLn3Ozs6P3FXJnzstxzEaB12OsSXbNNriVFhYCACNznLr7OyMoqIiAEBRURGcnJw07jczM4ODg4P6+Q+Tnp6uxbSaUlNTdbZtfcExGgchxmhpaQlLS0u4urqq16lUKtTV1aG6uhrV1dWorKxETU0N6uvrIZPJUF1drb7d8O/9t5+ESCSCVCqFmZmZuoyZm5vD3Nxcfdva2hoODg6wsbGBtbU1bGxsYGNj89AzsNfW1qqPA2tt/H41Dhyj7glanBYsWIClS5c+8jE7d+5Ex44dWylR8wUGBsLa2lqr21QoFEhNTUV4eLhe7WbQJo7ROBjTGFUqFerr66FUKtUzSkqlEnK5HJcuXUKnTp1gZmamMRslkUhgbm5uFMdaGdPX8mE4RuOgyzFWV1c3e0JE0OI0Y8YMjBkz5pGPeXDKvrka/hotLi6Gm5uben1xcTGCg4MBAC4uLigpKdF4nlwux927dzX+mm2KRCLR2TenLretLzhG42AsY2zqxI8KhQK2trZo06aNUYzxcYzla/koHKNx0MUYW7I9QYuTk5NTo11l2uLp6QlXV1ckJCQgJCQEAFBZWYnk5GRMmjQJABAdHY3y8nJcvHgRnTp1AgCcOnUKSqUSEREROslFREREhstg3r9669YtpKWl4datW1AoFOqLj1ZVVakfM2TIEOzbtw/AveMPpk6dikWLFuHAgQO4evUq3n33Xbi5uanfZdexY0fEx8fjb3/7G1JSUnD+/HnMmzcPw4cP5zvqiIiIqBGDOTj8u+++w+bNm9XLo0ePBgCsWLEC3bp1AwBkZ2ejoqJC/ZhXXnkFNTU1+Oijj1BeXo7OnTtj2bJlGmfPXbBgAebNm4dp06apT4D54Ycfts6giIiIyKAYTHH64osv8MUXXzzyMVevXtVYFolEePPNN/Hmm28+9Dlt2rThyS6JiIioWQxmVx0RERGR0FiciIiIiJqJxYmIiIiomViciIiIiJqJxYmIiIiomViciIiIiJqJxYmIiIiomViciIiIiJqJxYmIiIiomViciIiIiJqJxYmIiIiomViciIiIiJqJxYmIiIiomViciIiIiJqJxYmIiIiomViciIiIiJqJxYmIiIiomcyEDmBolEolAKCmpkbr21YoFACA6upqSCQSrW9fH3CMxoFjNB6mME6O0TjocowNv9Mbfsc/ikilUqm0+upGrri4GNevXxc6BhEREWlZhw4d4Ozs/MjHsDi1kFwux927d2FhYQGxmHs6iYiIDJ1SqURdXR0cHBxgZvbonXEsTkRERETNxCkTIiIiomZicSIiIiJqJhanVrRo0SJMnDgRkZGR6NKlS7Oeo1Kp8O2336Jnz56IiIjASy+91Ojg9LKyMrzzzjuIiYlBly5dMHfuXFRVVelgBI/X0ix5eXkICgpq8mPXrl3qxzV1/44dO1pjSI08yef7xRdfbJT/o48+0njMrVu3MGvWLERGRqJ79+748ssvIZfLdTmUR2rpOMvKyjBv3jwMHjwYERER6NOnDz777DNUVFRoPE7Ir+WqVavQr18/hIeHY/z48UhJSXnk43ft2oUhQ4YgPDwcI0eOxJEjRzTub87/z9bWkjGuW7cOL7zwArp27YquXbvipZdeavT4999/v9HXa+bMmboexiO1ZIybNm1qlD88PFzjMfr4dQRaNs6mfsYEBQVh1qxZ6sfo09fy7Nn/b+/+Y5o6uziAfweic8MRnRBmADUsrQgbFEhQxJmJ4AaMgUHdD+MYzPlj/pqLkSUyNXPituqmAhMB2ZgaXFpkQQhT2NA5hDkjKNIBjQjqJCv+GFRAQc77x8J9vRbhtpTS1/d8EhL63OfePqenT3t6b+/tGSxbtgxBQUGQy+UoLi4ecJ2KigpER0fDy8sLISEhyM3NNehj7Bw3CTGL2bVrF2VlZVFSUhL5+flJWictLY38/Pzo+PHjpNFoaNmyZTR79mzq7OwU+sTHx1NkZCRVVlbSmTNnKCQkhNatWzdUYfTL2LF0d3fT33//Lfrbs2cP+fj4kF6vF/rJZDJSq9Wifg8+BpZkyuO9aNEi2rhxo2j8bW1twvLu7m6KiIig2NhYqqmpodLSUgoICKAdO3YMdTiPZGyctbW1tHLlSiopKaHGxkYqKyuj0NBQWrVqlajfcOWyoKCAPD09SaVSUX19PW3cuJH8/f2ppaWlz/5nz54lDw8PSk9PJ61WS1999RV5enpSbW2t0EfK/LQkY2Nct24dHThwgGpqakir1VJCQgL5+flRc3Oz0GfDhg0UHx8vytft27ctFZIBY2NUq9Xk6+srGr9OpxP1sbY8Ehkf561bt0Qx1tXVkYeHB6nVaqGPNeWytLSUdu7cSceOHSOZTEbHjx/vt39TUxN5e3tTUlISabVa+v7778nDw4NOnjwp9DH2MTMVF07DQK1WSyqcenp6aMaMGZSRkSG0tba2kpeXFx09epSIiLRaLclkMjp//rzQ58SJEySXy0UvfpZgrrG8/vrr9PHHH4vapEwsSzA1xkWLFtHWrVsfuby0tJSmTJkiekE/dOgQ+fr60t27d80zeCOYK5eFhYXk6elJXV1dQttw5TImJoa2bNki3L5//z4FBQVRWlpan/3XrFlD77//vqht/vz5lJiYSETS5qelGRvjw7q7u0mhUNCRI0eEtg0bNtDy5cvNPVSTGRvjQK+31phHosHnMisrixQKBd25c0dos7Zc9pLymvDFF19QeHi4qG3t2rUUFxcn3B7sYyYVH6qzYlevXoVOp0NgYKDQNmbMGHh7e+PcuXMAgHPnzuGZZ54R7XoODAyEjY3N0Oyi7Ic5xlJdXQ2NRoOYmBiDZVu2bEFAQABiYmKgUqlAw3BC6GBizM/PR0BAACIiIrBjxw7RRVQrKyshk8kwfvx4oS0oKAh6vR5ardb8gQzAXM8rvV4Pe3t7g9N7LZ3Le/fu4eLFi6K5ZGNjg8DAQGEuPayyshLTp08XtQUFBaGyshKAtPlpSabE+LCOjg50d3fDwcFB1P77779j+vTpmDt3LjZt2oRbt26ZdexSmRpje3s7Xn75ZcyaNQvLly9HfX29sMza8giYJ5dqtRrh4eF46qmnRO3WkktjDTQfzfGYScVXDrdiOp0OAAwuxvXss8+ipaUFANDS0oJx48aJlo8YMQIODg7C+pZijrGoVCq4u7vD19dX1L569WpMmzYNo0ePxqlTp7Blyxa0t7dj8eLFZhu/FKbGGBERgQkTJsDJyQm1tbVQKpVoaGhAcnKysN0HiyYAwm1L57F3PIPN5c2bN5GamoqFCxeK2ocjl7du3cL9+/f7nEuXLl3qc52+cvLg3JMyPy3JlBgfplQq4eTkJHrzmTlzJkJCQuDi4oIrV65g586dWLJkCQ4fPmzxK1SbEuPkyZOxbds2yOVytLW1Yf/+/XjjjTdQUFAAZ2dnq8sjMPhcnj9/HnV1dfjss89E7daUS2M96jVSr9ejs7MT//zzz6Cf/1Jx4TRISqUS6enp/fYpLCyEu7u7hUZkflJjHKzOzk4cPXoUK1asMFj2wQcfCP9PnToVHR0dyMzMNNub7VDH+GDxIJfL4ejoiNjYWDQ1NcHNzc3k7RrLUrnU6/VYunQp3N3dsXLlStGyoc4lM82+fftQWFiI7OxsjBo1SmgPDw8X/u/9QvGcOXOEPRfWTqFQQKFQiG6HhYUhJycHa9euHb6BDSGVSgWZTIYXX3xR1P6/nktrwYXTIMXFxSE6OrrfPq6uriZt29HREcC/P/Pi5OQktN+4cQNTpkwB8G/FffPmTdF6vVc3711/sKTGONixFBUVobOzE1FRUQP29fb2RmpqKu7du4eRI0cO2H8gloqxl7e3NwCgsbERbm5uGD9+vMEhsN5Pu+bKI2CZOPV6Pd577z08/fTTSElJgZ2dXb/9zZ3LvowdOxa2tra4ceOGqP3GjRsGn2J7jR8/3mCPw4P9pcxPSzIlxl6ZmZnYt28fsrKyBhy7q6srxo4di8bGRou/2Q4mxl52dnbw8PBAU1MTAOvLIzC4ONvb21FQUIDVq1cPeD/DmUtj9TUfW1paYG9vjyeffBI2NjaDfm5Ixd9xGqRx48bB3d293z9T3wxcXFzg6OiI06dPC216vR5VVVXCJyiFQoHW1lZUV1cLfcrLy9HT02PwacNUUmMc7FjUajVmz55tcIioLxqNBg4ODmZ7o7VUjA+OH/jvi7aPjw/q6upEk76srAz29vZ4/vnnzRIjMPRx6vV6xMfHw87ODt98841oz8WjmDuXfRk5ciQ8PT1Fc6mnpwenT58W7Y14kI+PD8rLy0VtZWVl8PHxASBtflqSKTECQHp6OlJTU5GRkWFwmn5fmpubcfv2bbMW9FKZGuOD7t+/j7q6OmH81pZHYHBxFhUV4d69e4iMjBzwfoYzl8YaaD6a47khmVm/as76de3aNaqpqRFOt6+pqaGamhrRafdz586lY8eOCbfT0tLI39+fiouL6c8//6Tly5f3eTmCqKgoqqqqoj/++INCQ0OH9XIE/Y2lubmZ5s6dS1VVVaL1Ll++THK5nE6cOGGwzZKSEvrhhx+otraWLl++TAcPHiRvb2/atWvXkMfTF2NjbGxspOTkZLpw4QJduXKFiouLKTg4mN5++21hnd7LEcTFxZFGo6GTJ0/StGnThv1yBMbE2dbWRvPnz6eIiAhqbGwUnfLc3d1NRMOby4KCAvLy8qLc3FzSarWUmJhI/v7+wpmM69evJ6VSKfQ/e/YsTZ06lTIzM0mr1dLu3bv7vBzBQPPTkoyNMS0tjTw9PamoqEiUr97XJL1eT9u3b6dz587RlStXqKysjKKjoyk0NHRYzvY0JcY9e/bQr7/+Sk1NTVRdXU0ffvghvfDCC1RfXy/0sbY8EhkfZ68333yT1q5da9BubbnU6/XCe6BMJqOsrCyqqamha9euERGRUqmk9evXC/17L0fw+eefk1arpQMHDvR5OYL+HjNz4UN1FrR7924cOXJEuN17SCo7OxsBAQEAgIaGBtEFA5csWYKOjg588sknaG1thZ+fHzIyMkSf5JVKJT799FO88847sLGxQWhoKDZu3GiZoB4y0Fi6urrQ0NAgOqMM+Hdvk7OzM4KCggy2OWLECBw8eBDbtm0DALi5uSEhIQELFiwY2mAewdgY7ezscPr0aWRnZ6O9vR3PPfccQkNDRd/lsrW1xd69e7F582YsXLgQo0ePRnR0tKTd7UPF2DgvXryIqqoqAEBISIhoWyUlJXBxcRnWXIaFheHmzZvYvXs3dDodPDw8kJGRIezGv379uuiHu319faFUKvH1119j586dmDRpElJSUiCTyYQ+UuanJRkbY05ODrq6ugyeZytXrsSqVatga2uLuro65OXloa2tDU5OTpgxYwbWrFkzpHsI+2NsjK2trUhMTIROp4ODgwM8PT2Rk5Mj2pNrbXkEjI8TAC5duoSzZ89i//79BtuztlxWV1eLvteYlJQEAIiOjsb27duh0+lw/fp1YbmrqyvS0tKQlJSE7OxsODs7Y+vWrZg5c6bQZ6DHzFz4R34ZY4wxxiTi7zgxxhhjjEnEhRNjjDHGmERcODHGGGOMScSFE2OMMcaYRFw4McYYY4xJxIUTY4wxxphEXDgxxhhjjEnEhRNjjDHGmERcODHGGGOMScSFE2PssZKQkAC5XA65XA4vLy+EhIQgOTkZ3d3dQh8iwuHDhzF//nwoFAr4+/tj3rx5+Pbbbw1+Dqi5uRleXl6IiIiQdP9nzpzBsmXLEBQUBLlcjuLiYrPGxxgbXlw4McYeOzNnzsSpU6fw008/4d1330VycjIyMzOF5evXr8e2bdsQHByM7777Dnl5eVixYgVKSkrw22+/ibaVm5uLV155BXq9Xvgtvv60t7dDLpdj06ZNZo+LMTb8+Ed+GWOPnZEjR8LR0REA8NZbb6G4uBg///wzli5disLCQuTn5yMlJQVz5swR1nFxcUFwcDD0er3QRkTIzc3Fpk2b4OzsDJVKBW9v737ve9asWZg1a9bQBMYYG3a8x4kx9tgbNWoUurq6AAD5+fmYPHmyqGjq9cQTT2DMmDHC7fLycnR2diIwMBCRkZEoKChAe3u7xcbNGLM+XDgxxh5bRISysjKcOnUKAQEBAIDGxkZMnjxZ0voqlQphYWGwtbWFTCaDq6srioqKhnLIjDErx4fqGGOPndLSUigUCnR1dYGIEBERgVWrVgH4t5iSorW1FcePH8ehQ4eEtsjISKhUKsybN29Ixs0Ys35cODHGHjsBAQHYvHkz7Ozs4OTkhBEj/vtSN2nSJFy6dGnAbeTn5+Pu3btYsGCB0EZE6OnpQUNDg+S9VoyxxwsfqmOMPXZGjx6NiRMnYsKECaKiCQBee+01XL58uc/LBBAR2traAABqtRpxcXHIy8sT/n788Uf4+/tDrVZbJA7GmPXhwokx9n/l1VdfRVhYGD766CPs3bsXFy5cwLVr1/DLL78gNjYWFRUV0Gg0uHjxImJiYiCTyUR/4eHhyMvLE10X6kF37tyBRqOBRqMBAFy9ehUajQZ//fWXJcNkjA2RJ0jqAX/GGPsfkJCQgNbWVqSmpj6yT09PDw4fPgy1Wg2tVgtbW1tMnDgRUVFRWLBgAb788kuUl5ejoKDAYF2dToeXXnoJycnJCA4ONlheUVGBxYsXG7RHR0dj+/btgwuOMTbsuHBijDHGGJOID9UxxhhjjEnEhRNjjDHGmERcODHGGGOMScSFE2OMMcaYRFw4McYYY4xJxIUTY4wxxphEXDgxxhhjjEnEhRNjjDHGmERcODHGGGOMScSFE2OMMcaYRFw4McYYY4xJxIUTY4wxxphE/wEfakKTPJTtfgAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 1000x1000 with 1 Axes>"
+       "<Figure size 600x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -689,7 +672,7 @@
     }
    ],
    "source": [
-    "best_pca.plot_pca_correlation_graph([\"var_1\",\"var_2\"], indices_of_variables = [0,1])\n",
+    "best_pca.plot_pca_correlation_circle([\"var_1\",\"var_2\"], indices_of_variables = [0,1])\n",
     "plt.show()"
    ]
   },
@@ -703,7 +686,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 23,
    "id": "e87031f5",
    "metadata": {},
    "outputs": [
@@ -752,645 +735,645 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 44.4%",
+           "label": "PC1: 47.5%",
            "values": [
-            -13.485832256179549,
-            -7.189660331361448,
-            -8.220685644381215,
-            -7.701462642766967,
-            -16.37611215549606,
-            -23.99375797890234,
-            -26.467940888996168,
-            -16.28857376527097,
-            -15.841271945940584,
-            -16.407094138131175,
-            -26.280660971436106,
-            -18.53378351829238,
-            -16.400625407528892,
-            -14.959303899657753,
-            -11.03427444875975,
-            -16.889173519434113,
-            -14.377944949905272,
-            -25.852894720513063,
-            -17.20224794162716,
-            -21.282801445451913,
-            -16.78254565038487,
-            -13.899368208850296,
-            -14.680034759215923,
-            -14.496280572153593,
-            -15.529024962946355,
-            -10.941373809405682,
-            -8.407487791598685,
-            -18.95976747480897,
-            -7.074122575028374,
-            -10.595129173402064,
-            -8.463547103212836,
-            -18.78662441569911,
-            -15.81044447267235,
-            -12.113259288430468,
-            -17.36159382192693,
-            -19.37463615462794,
-            -3.8289441534588,
-            -10.312421109445435,
-            -9.626036346156582,
-            -21.934972165157962,
-            -18.59856974463521,
-            -13.22099217502711,
-            -14.320925643547273,
-            -5.923269316442223,
-            -7.061313469262377,
-            -3.944701989289313,
-            -9.660898418114465,
-            -7.30470371173166,
-            -15.045090296895768,
-            -11.151110773281282,
-            -15.85856124287331,
-            -23.449157581782252,
-            -21.934625052416557,
-            4.066203823304633,
-            6.007786962489893,
-            8.740962758176043,
-            -17.61632376519237,
-            -17.356640316302375,
-            -17.607345920326576,
-            -17.464077582763927,
-            -13.729716317213825,
-            -14.321895155355548,
-            -20.200658317368948,
-            -18.301900411654596,
-            -17.094465967375648,
-            -8.889052754642023,
-            -11.732913064889617,
-            -9.580262710676497,
-            -23.522103260833653,
-            -18.56301451932344,
-            -18.1767034128914,
-            -15.852530267493968,
-            -17.195105335603532,
-            -18.717062349017088,
-            -19.801178815721492,
-            -25.689092615441574,
-            -17.037977843590106,
-            -14.861687134223686,
-            -17.99023702861699,
-            -11.688657323453327,
-            -16.37210610842098,
-            -9.077776287571403,
-            -22.4265504030788,
-            -20.85288357145655,
-            -9.60322186256329,
-            -1.4732543991182947,
-            -15.307086382884584,
-            -11.633202819032437,
-            -14.635737944705212,
-            -13.32997701552544,
-            -7.766076540815828,
-            -12.543719419070282,
-            -0.3109307674765721,
-            -13.481402222022238,
-            4.3933382334141,
-            -15.57726217020302,
-            -3.9803706813807342,
-            -0.5768948953929787,
-            -14.42036129924054,
-            -0.69306316377745,
-            -10.239768666708358,
-            -10.40307891080748,
-            -6.426077760318902,
-            -16.59075314499131,
-            -6.322104203358188,
-            -13.220900565034007,
-            -21.86440745984765,
-            -4.795233681818559,
-            -1.5929444362755567,
-            -9.8829889445808,
-            -8.566361446044263,
-            -6.064387387185558,
-            -1.9365678308328782,
-            -3.919382926029635,
-            -2.56990998963255,
-            2.4472241108761716,
-            9.930199407043888,
-            -11.743594278342732,
-            -6.218438031622158,
-            -14.68541324560725,
-            -12.981932255677755
+            -23.405071485789577,
+            -6.358646533071624,
+            -21.47877326556576,
+            -14.284474087682689,
+            -17.05612485402341,
+            -26.444945379607447,
+            -29.456185874471732,
+            -23.123743283314614,
+            -28.44288376947837,
+            -28.965567867652354,
+            -36.64216883427268,
+            -25.172835548114122,
+            -23.996008988910965,
+            -27.291685508650872,
+            -26.388448782689757,
+            -21.494563749967774,
+            -16.90079779862726,
+            -39.32441815420083,
+            -17.473301386264687,
+            -44.956740147967395,
+            -36.43369333942272,
+            -26.75024290985081,
+            -36.92799611988089,
+            -34.977286432694584,
+            -39.955904424223775,
+            -25.204830908890777,
+            -26.285362115021577,
+            -42.6961797394253,
+            -28.436682273174135,
+            -27.26529188689216,
+            -26.31144741199928,
+            -17.646969251450688,
+            -8.232837159695483,
+            -31.86686643092187,
+            -41.05463441595903,
+            -27.478575424657173,
+            -17.993429011744976,
+            -26.62491435295084,
+            -18.571176578886575,
+            -34.36170417059826,
+            -32.704597261538375,
+            -22.73321458145331,
+            -27.79215216163531,
+            -23.460131805821923,
+            -18.48792115249764,
+            -18.076455400785953,
+            -26.412091544776622,
+            -21.9106046349995,
+            -16.593508756372508,
+            -13.909160593748776,
+            -23.066884402048128,
+            -24.636979841731147,
+            -24.429273926879787,
+            14.895929511398027,
+            2.313183119022604,
+            13.436366037457088,
+            -25.930888702343005,
+            -28.511202733409448,
+            -20.98481118317867,
+            -17.211828662370163,
+            -15.717504895765948,
+            -24.108432257290566,
+            -33.17263145920526,
+            -17.70708228461414,
+            -22.237916541266102,
+            -31.891810979363292,
+            -19.985226711268968,
+            -19.535587784835144,
+            -27.464507155818627,
+            -15.260234463158437,
+            -20.873737492750607,
+            -22.528640018073325,
+            -18.026310135620044,
+            -21.128331794128954,
+            -16.830961941666686,
+            -25.82895847341902,
+            -24.480634071739424,
+            -20.932546470860288,
+            -15.819063777173653,
+            -21.11079146209979,
+            -16.88927184035722,
+            -18.019283333054066,
+            -29.508887186810114,
+            -28.68924719689743,
+            -25.128219361696253,
+            -23.32099059909808,
+            -24.29072484872169,
+            -19.19689114463043,
+            -23.983651971033215,
+            -14.862903327431237,
+            -16.23340165859908,
+            -10.607276745845157,
+            -3.8146952669059386,
+            -4.223270671176678,
+            -0.7224365629002938,
+            -8.54560204578883,
+            -21.213532495407797,
+            -22.328052894213144,
+            -7.7040533536928235,
+            -11.678778604829706,
+            1.0387662224011711,
+            1.879759620172206,
+            -17.122739979546132,
+            0.9474837037255625,
+            -14.095544486449867,
+            -12.604425615648022,
+            7.633909909494845,
+            12.63185057622852,
+            12.750840834552406,
+            -2.334330826923729,
+            0.8747266335134389,
+            5.270608946635815,
+            1.2428991688636186,
+            3.483571518805679,
+            -0.5176333721895422,
+            -11.174802858365346,
+            -5.292151354367189,
+            -2.742815785179472,
+            6.548110629546938,
+            -0.8121944844904271,
+            -23.471488284506506
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 19.6%",
+           "label": "PC2: 20.8%",
            "values": [
-            0.8561162604169961,
-            -2.4223467420639695,
-            4.5029932245386135,
-            -2.2370775519136727,
-            0.39960131249443775,
-            9.334022350116772,
-            16.90855951675804,
-            2.4874644565033326,
-            10.005882515533411,
-            7.955126680884188,
-            3.7365730262662424,
-            3.302780339323917,
-            12.062114315565086,
-            8.534077957709297,
-            -0.8019748447172431,
-            3.981480948773354,
-            -1.0315849598370486,
-            14.499538694182583,
-            8.521195095144902,
-            -0.5120749757691874,
-            10.611826692358296,
-            0.6850774843587853,
-            -0.5854356717545519,
-            1.5127650910848076,
-            2.043678550170685,
-            -0.16926230608579454,
-            0.3749895917357164,
-            10.298507921039093,
-            -11.24191020263385,
-            -2.6153135686199063,
-            -7.459968983820739,
-            -0.10017948308922842,
-            -0.27109033188296683,
-            -0.3578967802001422,
-            2.4326520025177265,
-            4.659847360227568,
-            0.11839958288924213,
-            -6.076967000606706,
-            -1.8923275149873486,
-            7.814081016708776,
-            6.910821898673213,
-            2.6874801851128787,
-            -8.536393364110056,
-            -8.18968108423394,
-            -7.74281569396989,
-            -12.394825321325818,
-            -11.100238815712412,
-            -10.08506169425673,
-            1.4500272344526721,
-            -4.999781245454626,
-            0.6424833109123402,
-            10.626953350987772,
-            6.188736878922587,
-            -10.72204595410615,
-            -7.611869284410833,
-            -8.360238572334763,
-            7.190605442172762,
-            3.437290091499559,
-            6.570770660127417,
-            3.039442008869589,
-            -1.0746137463166685,
-            -0.9270097714770797,
-            -0.3292868221432526,
-            -2.539206775826631,
-            0.5682251827505725,
-            6.521295774209009,
-            2.3197826097652348,
-            -4.357208226805581,
-            10.120253244709069,
-            2.5610687241447465,
-            4.578926113533243,
-            -0.13766157618600028,
-            -0.007592595710827654,
-            4.37977208956866,
-            7.118393215525675,
-            10.138672417431149,
-            9.3017900491864,
-            4.887210957851792,
-            1.9582667318175417,
-            -6.379161313120736,
-            3.8510544846059958,
-            -2.233689625509276,
-            10.858186514642032,
-            4.9792412689143495,
-            -8.012301138712,
-            -3.780667763437834,
-            -2.7342780445085078,
-            -2.0133173177636294,
-            10.919179184841427,
-            2.5223038853853383,
-            -0.6759468640141024,
-            10.53476989250878,
-            10.416251429675,
-            6.8035162361014,
-            3.4893888900867913,
-            10.450300045179995,
-            6.250940359176617,
-            14.523617385086789,
-            7.778940530895499,
-            5.362127181491685,
-            4.279827371556711,
-            1.855097159539953,
-            7.524172129362892,
-            12.409724741461117,
-            6.002245859177169,
-            7.847263113619391,
-            18.35501581617254,
-            4.031347234233916,
-            5.045961006394364,
-            5.567663363457296,
-            6.892388931944794,
-            8.530895336485546,
-            4.44726607084926,
-            5.498825656354592,
-            2.6620116713417774,
-            8.667077697383373,
-            -1.3600484547916223,
-            6.162427467556856,
-            7.4108598213551655,
-            3.391285555966408,
-            7.852393878329946
+            2.2665502134744218,
+            5.719925531030265,
+            -4.335040460148341,
+            1.3055182722572032,
+            8.979961460425155,
+            13.491090226858894,
+            11.859787075042718,
+            5.255942823073946,
+            0.6484663486799576,
+            1.7787364443692222,
+            7.771080391176243,
+            6.144439096175164,
+            4.026546793115706,
+            3.4427973150380575,
+            -2.37685480721378,
+            6.1381961776057405,
+            6.563707422951167,
+            7.474896248704018,
+            6.30573729441014,
+            -1.0301069483870737,
+            -4.410181733633969,
+            -0.5619413958434696,
+            -5.570940067227339,
+            -2.131814795784415,
+            -3.4131466907543087,
+            -0.35494394235641247,
+            -3.8812088099059148,
+            -4.7844798087891665,
+            -7.226043441139506,
+            -3.060126217067443,
+            -5.36967473914372,
+            12.406111589589688,
+            14.353440086090195,
+            -3.173317310938671,
+            -3.799532468390765,
+            6.574237839311142,
+            -4.571078062345954,
+            -1.1564588018419153,
+            1.5127336530657058,
+            5.1005811856655665,
+            2.350400447885333,
+            2.895292134407224,
+            0.5743945452473662,
+            -4.60996135783193,
+            -0.9160443331901149,
+            -2.601773314894129,
+            -3.5555777868666896,
+            -1.6080587305910545,
+            7.852343868269822,
+            6.109462897618656,
+            3.142674972165832,
+            9.78458227172354,
+            11.575089514424935,
+            5.011318263778712,
+            -3.6174592662225775,
+            -1.513078852600913,
+            6.45403297708784,
+            4.4137756789972284,
+            7.5458482533563895,
+            9.632708161974687,
+            7.2529559779339685,
+            3.5677627994768524,
+            4.735797789307923,
+            10.771443548894784,
+            7.481400938876954,
+            -6.875764923513506,
+            2.3358183312519625,
+            -0.7636729706177134,
+            9.127333864145067,
+            12.314582706484671,
+            9.80859844699558,
+            4.818373793767735,
+            9.58965454541421,
+            9.996489182693223,
+            13.27330220021378,
+            11.960982740945198,
+            5.574107449221239,
+            5.776721096221193,
+            13.856133983180818,
+            0.6624158257371621,
+            9.460037328304312,
+            2.149990263392565,
+            8.043073362548533,
+            5.672034190222722,
+            -1.3830843926728809,
+            -9.831259171875061,
+            4.637787704190683,
+            2.86477518734156,
+            3.152595872188358,
+            8.875886548466228,
+            0.5353506243175579,
+            9.525675640196951,
+            -2.9859166068678835,
+            11.34766461703221,
+            -5.451520494011691,
+            10.865696668276584,
+            -6.961869330330105,
+            -12.27372453087333,
+            11.303177681348561,
+            -5.905989755649421,
+            11.2394556501599,
+            11.707172592236024,
+            -1.7206321504818136,
+            16.831436141987076,
+            -1.547652497689195,
+            5.05940669435363,
+            26.815244270005813,
+            10.124437932935354,
+            6.806863623446443,
+            8.894780079634256,
+            8.603569707862208,
+            7.7002476214880655,
+            1.278518955201383,
+            4.353876712672604,
+            1.6880181601709294,
+            -8.035125590195571,
+            -12.112168918508429,
+            10.858428834225093,
+            8.662133652589663,
+            14.778400506160526,
+            -1.3421215717309163
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 6.4%",
+           "label": "PC3: 11.5%",
            "values": [
-            -6.166738079722642,
-            -1.3375025995278627,
-            0.1690607736110435,
-            4.004753160887004,
-            -0.6693655658050464,
-            -2.396844359752764,
-            -5.1791077276404005,
-            -6.427864695263608,
-            -10.021991812554319,
-            -8.290233663131122,
-            -9.085710913511734,
-            -8.95198091543351,
-            -1.4682515479896558,
-            -4.3864152591033605,
-            -6.365761348154896,
-            -3.7807708991708453,
-            -5.1155165392374045,
-            -0.858456737225273,
-            2.943839937010515,
-            -1.4971556284024579,
-            -4.323918082813098,
-            -1.5622622288326173,
-            -0.9090754030528995,
-            -3.5260314444209735,
-            -4.997656807306374,
-            -6.31357055952711,
-            -4.572278805913902,
-            -6.913370000822192,
-            3.187413990300125,
-            0.9831831609475967,
-            -0.7191700131187289,
-            -3.768863796179047,
-            -1.598536425563227,
-            -4.1481902933872306,
-            5.1163197992508795,
-            -1.7088721495472292,
-            2.115285906921837,
-            -4.180469151305479,
-            -3.727996110772291,
-            -1.3063921440608888,
-            1.5347699597820144,
-            1.783905649886031,
-            2.5779406558184754,
-            2.521370921101294,
-            6.46113310688682,
-            4.150877213701727,
-            3.0456570611611316,
-            5.734173290635045,
-            -1.7015310590561121,
-            1.0311940984050956,
-            0.28679524901918363,
-            2.3184969336530483,
-            -4.879212807494051,
-            2.087973734688634,
-            2.0846987679133466,
-            3.7657318446758534,
-            -8.774306231690883,
-            -4.364025301687822,
-            -3.170365214567567,
-            -3.501781645103757,
-            -6.216919510058339,
-            -1.1342769549936127,
-            -5.35070716808923,
-            -3.624849793401306,
-            -3.7813761407087525,
-            -9.880787669972223,
-            -5.784279385325103,
-            1.3319784767344784,
-            -1.9298810748929847,
-            1.236614563595812,
-            -3.2861766595338686,
-            -3.2614777345851116,
-            0.5757218044242872,
-            -2.6522943383917585,
-            -4.334370245576741,
-            -5.64641136878369,
-            -6.68563800046728,
-            -2.7845183962595916,
-            -2.9302203290722693,
-            -0.3397004672350262,
-            -3.5351368679551913,
-            -8.044514103370293,
-            -2.0941927190596807,
-            -5.681455938866785,
-            -3.568401220780091,
-            3.969796057998173,
-            -4.844066926101827,
-            -6.447013972900308,
-            -5.810810536265194,
-            -3.7238350507111595,
-            -8.457034277394065,
-            -14.240541419014527,
-            -8.159432261060843,
-            -8.92197803614776,
-            -3.9302101100294515,
-            -9.452199477659068,
-            -10.863658506972406,
-            0.25280044493809045,
-            -11.542628536155796,
-            -5.6591469459855075,
-            -9.55012778425338,
-            -12.251367843960718,
-            -12.058264649206393,
-            -9.3153162835529,
-            -9.956970094437128,
-            -10.623660695669297,
-            -6.367333898016932,
-            -10.612733210677435,
-            -4.388276526477961,
-            -7.777527695149229,
-            -10.372482789450995,
-            -8.590211450792527,
-            -5.092438515366361,
-            -5.09263568869777,
-            -4.864619225204668,
-            -7.140927505256369,
-            -3.2218509664349386,
-            -9.250014624940304,
-            -11.154802252619024,
-            -10.805218541693339,
-            -6.898529715214668
+            0.7774979633662068,
+            -1.778480959713034,
+            2.286047418542683,
+            -3.0380951122289206,
+            0.4633358927114279,
+            10.994923374887252,
+            16.235850433936736,
+            1.7938319071653877,
+            8.34994965263845,
+            6.9041754143007665,
+            1.6773459690292876,
+            2.0811022807744193,
+            11.201636470667083,
+            8.940420832165842,
+            -1.611751335510876,
+            3.6205802878717632,
+            -1.2881741368947535,
+            14.746245697479573,
+            6.20240018405333,
+            -2.6158487221261053,
+            7.695043568862003,
+            -0.9014132271829983,
+            -3.4910258675672283,
+            0.6878184148894567,
+            1.208619517851326,
+            -0.4019463795530207,
+            0.07055256915742847,
+            7.63735989234649,
+            -13.243278180571743,
+            -3.3578358026760187,
+            -8.885748471696655,
+            1.2723061668680928,
+            1.3636659385938679,
+            -1.1624739073034667,
+            0.48341299226953505,
+            3.786601934525347,
+            0.033246253310940915,
+            -6.213976685653996,
+            -1.8669377140013552,
+            6.902031683645441,
+            5.693547178733034,
+            2.843286031273139,
+            -9.6139548176756,
+            -8.305473942130202,
+            -8.494184088059807,
+            -11.264248415900852,
+            -12.288459513438344,
+            -10.099541685900423,
+            1.4256463720224384,
+            -4.731749178905215,
+            -1.1404849838650186,
+            9.121641418614445,
+            6.394651455019447,
+            -9.68563224268246,
+            -7.045512874636453,
+            -7.514417762771052,
+            8.255134449995056,
+            3.5530083133687835,
+            6.138153813299969,
+            3.062597036272666,
+            -0.9322999700870741,
+            -1.1034391413616116,
+            -0.4709215348856843,
+            -2.305864190821137,
+            0.975179073848702,
+            6.387904206309009,
+            2.381029297044266,
+            -5.467736307459731,
+            8.767666748057259,
+            3.3659698423333264,
+            5.297561067335668,
+            -0.46601751723804224,
+            -0.0052932136759026305,
+            4.935700283012146,
+            8.336810611823207,
+            9.086050711595854,
+            9.337494667588212,
+            5.674119024620143,
+            4.221268062623785,
+            -7.255586076012178,
+            3.820554672321209,
+            -2.4661811949755386,
+            10.615693238538835,
+            2.984156796855946,
+            -7.750575916550185,
+            -4.4294789875260125,
+            -2.825928448573201,
+            -2.1762789865691556,
+            10.787134772287152,
+            4.259337155113618,
+            -1.9579507926965927,
+            12.913037388898989,
+            10.634885831096991,
+            7.9824783652424545,
+            4.077550138802657,
+            10.91347382497435,
+            5.664274854697458,
+            12.266837990947227,
+            9.408793279055075,
+            5.587881477083188,
+            5.815609427414486,
+            3.139908467211643,
+            8.605006938853851,
+            13.802904870072894,
+            5.445524975503995,
+            6.962646908527704,
+            21.897296360282652,
+            5.487311809091462,
+            6.312123138014452,
+            6.807949693722401,
+            8.233519542622762,
+            9.552414689862976,
+            4.860026590804161,
+            5.721550925213059,
+            3.244666805779412,
+            9.641653103406433,
+            -0.38614981714149255,
+            7.598155291987188,
+            8.391941145075261,
+            4.857421028306934,
+            5.253429631428891
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 4.3%",
+           "label": "PC4: 3.7%",
            "values": [
-            5.286138116265656,
-            0.8347280209337054,
-            5.0661706580164605,
-            -2.285021833699268,
-            0.3051104885237872,
-            8.183285704758461,
-            0.3516683625917474,
-            10.07979300071462,
-            5.917995845182315,
-            4.922325170052606,
-            7.453634721428179,
-            6.817408914934887,
-            8.163875185549127,
-            4.83120090476416,
-            9.1313425049263,
-            4.19275350983208,
-            4.7046052207074975,
-            8.58485641489457,
-            11.229710809956622,
-            3.225643928217888,
-            5.240283630945653,
-            1.2747528640637558,
-            -0.2976263909272745,
-            6.678409779623292,
-            4.537556647719628,
-            4.497697074515387,
-            0.8662652518696528,
-            2.492716553429145,
-            -1.8400264214742976,
-            1.9686369173473768,
-            -5.1095993957849695,
-            0.4029004377913489,
-            2.287882527236009,
-            8.851262224973365,
-            1.7814969769363727,
-            3.587735153026252,
-            6.206068279452139,
-            9.993881284973266,
-            2.981084538995132,
-            1.1598789348565082,
-            2.9341098512948895,
-            5.493454949773056,
-            0.5553835760874943,
-            -2.9840364943662214,
-            -0.057047825802598595,
-            -1.2180174451816153,
-            0.17167831857068716,
-            -1.8230408537381186,
-            3.9923453594770137,
-            2.8069867532971946,
-            2.8008172491562555,
-            -0.4798477298875349,
-            -0.22475153808421522,
-            5.8126932961483355,
-            7.693804470163312,
-            6.453297874052346,
-            5.712753476247896,
-            9.795424916247562,
-            5.781140551236771,
-            5.446935396778057,
-            3.2179977610007255,
-            2.867599634872446,
-            3.549507135516393,
-            2.072286944238104,
-            1.3605567694987475,
-            6.06247224539427,
-            7.2382431174621225,
-            -1.7265723350666065,
-            2.652748280846904,
-            1.0224725428282442,
-            4.533964090703504,
-            0.8244877749583455,
-            0.9789011769168174,
-            0.3570909006451243,
-            3.427536136619022,
-            -0.5640430841020714,
-            4.717182466103427,
-            2.543964240515866,
-            2.2549199445974764,
-            5.326893788951626,
-            5.476461889993747,
-            8.004097467880678,
-            5.892657544374265,
-            10.679634789369109,
-            7.317952084556444,
-            1.352471754286115,
-            0.3144243422494697,
-            9.485652085115552,
-            2.4646061072998444,
-            0.21632304485268639,
-            10.56049573417922,
-            -10.886487541826977,
-            5.005439764819464,
-            -0.5327155744601211,
-            4.648224722041285,
-            -2.7518714494134127,
-            -0.7019797247818225,
-            -3.0729257818795626,
-            1.3428486407065279,
-            5.010731421000025,
-            -2.3246448509885096,
-            -1.044956960146854,
-            1.1913140799195188,
-            2.0515715542585573,
-            -10.995607434014325,
-            -3.099963760399482,
-            -8.062780736633462,
-            1.1161903060978735,
-            4.746564766490579,
-            4.059439918469084,
-            -7.205610229519513,
-            -5.503653041105264,
-            3.7167913504435965,
-            -0.8599048489508551,
-            1.1892013530415255,
-            1.2048131279049885,
-            1.2479755253900862,
-            -3.143390742512556,
-            3.124246778772246,
-            -3.984764033869591,
-            -0.1664265608196405
+            3.1826401692446304,
+            1.9296566189620985,
+            -2.9542954306727642,
+            -2.460340411798331,
+            0.4508795840762039,
+            -1.3017830266000479,
+            3.8837166237701357,
+            2.231763432834118,
+            6.88433591817366,
+            6.022683774029025,
+            5.242573250928828,
+            5.9076472693358895,
+            -2.0553784566946742,
+            2.1021778659819073,
+            1.6253644952204525,
+            1.7189613323778297,
+            3.092317637556134,
+            -1.5033384162009917,
+            -8.005512342737742,
+            -0.0672019483941737,
+            2.23156834031062,
+            0.322340360907515,
+            0.3143723052616395,
+            0.7240418151291264,
+            3.363280666305992,
+            5.128432428405003,
+            2.2789506351891426,
+            5.080784943258971,
+            -3.0695067045385453,
+            -2.111340162750656,
+            1.916259798884379,
+            3.582591336738825,
+            2.1392171358509735,
+            0.3605487193704662,
+            -6.054473653578336,
+            0.5586983011339678,
+            -4.343423775231075,
+            -0.6984986126914494,
+            1.4471030628521764,
+            0.41738681197328875,
+            -3.7728179399588635,
+            -3.2394433344612352,
+            -2.92149094556484,
+            -1.566185224454995,
+            -5.211770741797748,
+            -3.601951116306905,
+            -3.277495925366779,
+            -4.417928831512271,
+            0.36984090786330637,
+            -1.544428066974695,
+            -1.7142499599778982,
+            -2.0669179044540784,
+            4.372833084829953,
+            -1.9250921409877964,
+            -3.6352381077877443,
+            -4.466399959389932,
+            5.321587904503085,
+            0.7823823039607516,
+            0.6723943207352197,
+            2.223114792577971,
+            4.845040410357137,
+            0.2637691279805009,
+            3.2806935352535516,
+            2.562128252344918,
+            3.022258576847462,
+            4.988598721400519,
+            2.561425489148026,
+            -1.075810400256458,
+            0.382266465755963,
+            -1.4149623045096869,
+            1.4256152030921956,
+            2.8678945964488873,
+            -0.2946704635425463,
+            3.304226027102087,
+            3.086835147558861,
+            4.234657233512834,
+            4.189064753333236,
+            2.56492142836831,
+            3.264751047508924,
+            -2.217877911113029,
+            1.2416926508956942,
+            3.7818839672517592,
+            -0.4312984539652999,
+            1.9463105970579555,
+            -0.8954872963414318,
+            -4.973984909629433,
+            3.422717574584416,
+            3.1728664020712882,
+            5.090431206518927,
+            3.6485056081026195,
+            2.507281707858244,
+            17.284290066152945,
+            5.787144864603642,
+            8.939124482278345,
+            1.8129891697514997,
+            8.962822078372561,
+            10.586982404745697,
+            -0.527642080772909,
+            10.796621332500152,
+            3.424562594346934,
+            10.055378714888313,
+            12.224263874060512,
+            10.71420398482337,
+            8.083146531967383,
+            11.287114871374069,
+            10.722454633201774,
+            8.476452805393636,
+            11.074705974209015,
+            3.6292321593484327,
+            6.5699514231066845,
+            11.759512095446492,
+            10.145745764851393,
+            4.259797698720348,
+            6.0081483266025195,
+            4.75486788472711,
+            6.222121919195873,
+            1.6461145272156164,
+            9.37900723873106,
+            9.193864004154655,
+            12.08657769153756,
+            5.715237411852698
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 4.1%",
+           "label": "PC5: 2.4%",
            "values": [
-            -2.4861452783656346,
-            -2.0531701682639363,
-            -1.4889855722760361,
-            -3.579637779792084,
-            -1.2006004485577453,
-            -0.17230052988566147,
-            0.6928928581981122,
-            6.252774295878327,
-            3.5586157254281665,
-            4.733048105900042,
-            11.959023429514971,
-            4.453066948147658,
-            1.2963245190093724,
-            3.3299307419953457,
-            -0.2367767323681113,
-            3.353042215343874,
-            1.9258974452500017,
-            5.108636097488058,
-            6.366955666780836,
-            -0.6724810601511486,
-            3.2640778954558973,
-            4.064655079247586,
-            5.365191261257941,
-            2.093483259425731,
-            -1.5941923539194534,
-            2.3326149203127686,
-            0.8518217563866666,
-            3.6787872973074274,
-            -1.1625330174093405,
-            -5.1276284150942075,
-            -2.502152514952267,
-            -2.6584499903674503,
-            -1.8002474411331995,
-            -2.4996607161129005,
-            -4.011249912691172,
-            2.208938653971141,
-            -5.512050563968571,
-            -5.448160038112565,
-            -1.5876515489052467,
-            1.2302398305795164,
-            1.40204744498021,
-            -2.885691614608348,
-            1.1798256909887757,
-            -5.61307298187088,
-            -5.631844692280314,
-            -4.040147608511132,
-            0.022076980967666637,
-            -2.8175796147630283,
-            1.2951901108712027,
-            3.8806693322859047,
-            3.377709024675047,
-            0.47673529517735225,
-            6.858848335135122,
-            -5.948285726428967,
-            -4.958631565919664,
-            -6.410111452460865,
-            -4.179466740555829,
-            2.2140289606175334,
-            0.3819315932512959,
-            2.0996698836941334,
-            0.0886421272027742,
-            1.8963695751560363,
-            4.2975386860789,
-            2.7334524260288777,
-            2.2898776545536554,
-            -5.960792251021213,
-            0.682705337730508,
-            -2.4371567541064696,
-            0.7063148582618624,
-            -0.9962878865793496,
-            5.142068257080279,
-            -0.8855444008491875,
-            -1.0847824034161273,
-            2.0569438442908385,
-            0.014251187560585299,
-            -1.3421485626541485,
-            0.4004970024977341,
-            0.24269974883992768,
-            -0.9802223194920142,
-            -0.869882222561728,
-            7.9199111870326835,
-            1.020005164730848,
-            2.2247417956625677,
-            4.3692478364362355,
-            -2.478634617248172,
-            -3.0653440111010966,
-            0.41913387349734976,
-            0.6192415945168482,
-            -0.5072867958886458,
-            -1.3158520439601245,
-            3.00900220881661,
-            3.057847347317031,
-            -6.551183446620734,
-            -5.811240732383211,
-            -9.21430589978031,
-            -2.1887683732443866,
-            8.159011579157864,
-            -9.753643186678403,
-            0.39649864097801957,
-            -9.552282113732776,
-            -3.135952814999693,
-            -2.0806631289599355,
-            -0.6185734507064029,
-            -3.846760478648113,
-            -6.335295951176651,
-            -0.2154605032416963,
-            -8.568466080463653,
-            -8.888684156703606,
-            -11.173771903168982,
-            -3.765425279331925,
-            -10.874514257724307,
-            -8.382085601257227,
-            -6.499011206687411,
-            -6.558073964837828,
-            -10.122654196309009,
-            -10.729996375089232,
-            -7.36819326257564,
-            -4.474305444066397,
-            -6.043073797030084,
-            -2.0854285856122443,
-            -4.095454521170898
+            -5.937349576586559,
+            -2.61180073323724,
+            -3.708464518995145,
+            1.0848954673556712,
+            -1.0622695582344583,
+            -6.1322543444619,
+            -1.5220378060188775,
+            -6.92813722805836,
+            -4.894216632375116,
+            -3.781330263032234,
+            -2.8286925867331263,
+            -4.911828215397742,
+            -6.287252514315471,
+            -2.2697902940577355,
+            -7.875441749625418,
+            -3.0245149554158997,
+            -4.486153457200458,
+            -4.982155589155887,
+            -6.080061669459005,
+            -2.8663500179053525,
+            -3.9126102556364053,
+            1.2009701657873424,
+            2.5361055712396756,
+            -4.304732504703958,
+            -4.1912628224998505,
+            -4.119479429115802,
+            0.8785430007903525,
+            -1.8529763414057112,
+            0.9649175918040543,
+            -3.0394439876249217,
+            3.3500796193750424,
+            -2.024969361669802,
+            -3.7824510203919006,
+            -7.741655162094121,
+            -0.3112912495865129,
+            -2.3735655734680696,
+            -6.175634581351242,
+            -8.8470015302684,
+            -2.726101275793987,
+            0.23123131304809985,
+            0.4714507476726094,
+            -4.930749186584007,
+            1.2820359694983117,
+            1.583827529569101,
+            -1.6214389982444801,
+            1.3831904668006545,
+            1.3747794242275369,
+            1.5015445898599036,
+            -3.1943606596966565,
+            -0.44504363802448677,
+            -1.070453381189805,
+            0.7145444114175775,
+            2.21372699001617,
+            -7.614992544249903,
+            -7.623239046199799,
+            -7.605683773686685,
+            -6.5466981220692935,
+            -7.830639973219589,
+            -4.915627212678121,
+            -5.2683115605038235,
+            -4.054620685142051,
+            -0.5775568203479666,
+            -1.0782621875648215,
+            -1.2146284914440117,
+            -0.7205028939301155,
+            -5.706861567528094,
+            -6.639953252318545,
+            0.3091272914397402,
+            -2.0933734064989364,
+            -0.6919117475034107,
+            -1.6688322021735889,
+            -2.26803094775074,
+            -1.3317112107601812,
+            -0.11748839130424887,
+            -3.4998260224022926,
+            -1.072296854502721,
+            -3.9559472348410782,
+            -2.9726419313122436,
+            -2.9623251794524412,
+            -4.608910030826803,
+            -1.2713407775027656,
+            -5.849227424280656,
+            -3.843847051879135,
+            -8.795261474199183,
+            -5.650624147674931,
+            -0.8472132607489257,
+            0.14628982318909678,
+            -8.353349000084643,
+            -3.453882321715335,
+            -1.0058570576509192,
+            -7.017044957602717,
+            9.77021492864288,
+            -6.482369258103667,
+            -5.187160945055929,
+            -5.459123341410842,
+            -0.3829599637602553,
+            2.8601196118021455,
+            1.8075030769549867,
+            -3.316794122603933,
+            -6.824681507811638,
+            -2.1980957804190244,
+            -3.4275128181632333,
+            -1.9069673102628233,
+            -6.2661421262809816,
+            5.5388026869000155,
+            -0.7439650613084502,
+            0.08530146008372408,
+            -8.224411558681663,
+            -10.53289300085133,
+            -7.435937230289637,
+            -0.6123734893161423,
+            -1.2403522690344453,
+            -7.702692282511691,
+            -4.1525660087182645,
+            -6.453844685565651,
+            -4.167521339960251,
+            -1.6040710532266713,
+            -1.5852790868262372,
+            -6.254610352447095,
+            -1.4138079244368624,
+            -3.172405557609972
            ]
           }
          ],
@@ -1413,635 +1396,635 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 44.4%",
+           "label": "PC1: 47.5%",
            "values": [
-            -20.551813674779158,
-            -9.544767717560354,
-            -17.426167228543314,
-            -6.659840602250819,
-            -14.812897509156471,
-            -15.71832283234083,
-            -15.513921875320452,
-            -7.229954668858253,
-            -15.627484571664393,
-            -10.941908764413638,
-            -13.125302128791912,
-            -17.342792819125336,
-            -11.954048318059925,
-            -16.821580652173132,
-            -13.656734568748362,
-            -15.19611424055701,
-            -16.52361567515362,
-            -13.080472796424433,
-            -17.02771995356195,
-            -10.358645578343122,
-            -18.07651127075593,
-            -13.620404671353231,
-            -5.479507157392314,
-            -7.15329280046535,
-            -7.75256627870368,
-            -13.491273727613493,
-            -11.724539241000155,
-            -17.94320817911359,
-            -15.002146052874389,
-            -16.562748070454973,
-            -8.509472491091698,
-            -11.705728109036237,
-            -12.39719481685788,
-            -5.820089369604429,
-            -12.145689995494783,
-            -3.575963530646176,
-            -15.156446744411681,
-            -13.918764588770255,
-            -11.90406293801297,
-            -20.060542184963968,
-            -16.051773091515614,
-            -8.956057061177518,
-            -13.26278632374969,
-            -6.8501846699671205,
-            -15.742375816770583,
-            -13.464057604564836,
-            -15.117005083624862,
-            -6.342143155047294,
-            -1.8448745796989314,
-            -10.308977445361148,
-            -19.40843706705318,
-            -20.40082628312905,
-            -18.460312608719004,
-            -13.91128662473593,
-            -17.854942401248742,
-            -11.485493341544723,
-            -16.221124656938553,
-            -14.313007218307533,
-            -7.817987734328634,
-            -9.952729988234978,
-            -15.428328362136469,
-            -16.485466720198694,
-            -23.253861252993794,
-            -20.316884125012436,
-            -12.800678051019073,
-            -17.35924617913138,
-            -18.044399365204452,
-            -15.963002265313884,
-            -21.152982769689444,
-            -17.33418645725673,
-            -19.536108170179105,
-            -23.87200722905647,
-            -15.538815465715842,
-            -17.85069272926797,
-            -13.44926640880557,
-            -12.05836272055138,
-            -13.351363810994627,
-            -12.046649849295601,
-            -11.72783870566339,
-            -10.210305041110699,
-            -17.71725885620981,
-            -9.645934712384992,
-            -6.015872930176605,
-            -14.09531407775435,
-            -7.949464249084485,
-            -15.081355996563229,
-            -18.035799837804028,
-            -8.93829500786745,
-            -15.948122216121476,
-            -20.247174996975005,
-            -18.29015800331421,
-            -19.56196521190069,
-            -19.842408143765937,
-            -6.416463982432232,
-            -15.190419663427562,
-            -11.368213701834357,
-            -11.236392189916664,
-            -16.275320286812676,
-            -10.533078519211845,
-            -1.9886166842605333,
-            -21.15067693739661,
-            -19.731849609611942,
-            -7.123722510967424,
-            -7.647022947006608,
-            -10.194063626157876,
-            -15.465940408633003,
-            -7.899060600242244,
-            -9.023693725454253,
-            -7.761644879091324,
-            -18.888002626506932,
-            -4.8895475413018845,
-            -5.324025011902133,
-            -17.359837127944783,
-            -14.588223756528267,
-            -15.023211661979055,
-            -17.95185155210282,
-            -9.99885635871156,
-            -14.362142250479685,
-            -18.800789089172465
+            -22.07292767520132,
+            -3.5710558081061237,
+            -12.814535036440315,
+            -19.952720469605847,
+            7.8179111657850555,
+            3.303913931171183,
+            6.600645671942484,
+            11.888451585193934,
+            -9.260034930818161,
+            -27.78476075113474,
+            -5.345060185789698,
+            -2.7035182567768805,
+            -0.45963331528709084,
+            -9.395945616356308,
+            -0.780581869298518,
+            -0.31993322893262255,
+            0.5765203256179587,
+            -12.907964424987819,
+            -6.140511811312472,
+            -3.5039716118069677,
+            -17.10505327176836,
+            -24.821256151405127,
+            -19.740879945664766,
+            -30.949787612005352,
+            -15.332830971391996,
+            -7.8522272265769235,
+            4.865034178450255,
+            4.676188151508044,
+            1.3006105147872324,
+            -5.579200245115983,
+            1.5307887874179669,
+            7.336444588414317,
+            9.615455550633154,
+            -0.3148601300512578,
+            -8.101148214309818,
+            -16.480168453809902,
+            14.506685343288098,
+            5.582716541029583,
+            5.008594745980466,
+            -0.4773652925144108,
+            9.386307372068185,
+            16.01962314092645,
+            8.998900403977528,
+            -7.641455055423038,
+            -14.224194174174492,
+            -3.367280320091898,
+            2.3838150754739726,
+            -12.49270472394661,
+            4.063991897703868,
+            -23.43406735236897,
+            0.7795769656537949,
+            6.5934077839650165,
+            -3.6014683197047477,
+            13.658350574119817,
+            6.386018902632566,
+            -3.539724477576456,
+            8.057398159329423,
+            10.165501049243057,
+            6.58597987413866,
+            -1.375469035533593,
+            -9.095374885158176,
+            -0.9335584810158148,
+            2.0708761635039954,
+            -4.050480965041659,
+            2.2019829998926883,
+            5.572701692518864,
+            -3.2030411490217454,
+            8.62484171380858,
+            1.4227439296799569,
+            -18.89840590662661,
+            2.3063653445261543,
+            -1.5304952017490558,
+            14.927743105416486,
+            3.1242887836711137,
+            5.272403263551563,
+            10.400027745404572,
+            8.16278826596524,
+            4.357004138218675,
+            9.327893584900856,
+            6.806224335649487,
+            5.447815266225595,
+            3.5582810125270576,
+            -0.2830593031312584,
+            -10.980620049171243,
+            -7.3068252412088,
+            7.306214793142912,
+            2.2242218079157583,
+            -1.9053603037791818,
+            -1.1045922303841216,
+            -0.5879671174190466,
+            -9.387418831486489,
+            -2.9037304155914856,
+            -5.869860548537867,
+            -21.160435900534395,
+            -5.985774034130793,
+            -22.51455469144087,
+            -15.160440060688224,
+            -4.123712233137917,
+            -17.67663611574749,
+            -21.03983779326286,
+            -33.39514949554857,
+            -20.576738329445075,
+            -9.14145277215543,
+            -0.5796735662927647,
+            -15.804883853713214,
+            -7.571288518695278,
+            -20.054003950178455,
+            -2.338587622307248,
+            1.9350085122483967,
+            1.6225847347633382,
+            -26.175835534957734,
+            -18.305240331951083,
+            10.485493891227971,
+            15.97750317484861,
+            14.597811717427906,
+            19.77070609428958,
+            12.532524234339977,
+            26.68597749783094,
+            3.2043821550308738
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 19.6%",
+           "label": "PC2: 20.8%",
            "values": [
-            -5.055261238686897,
-            -10.368980635584391,
-            -6.778724050212644,
-            -7.5857337484778276,
-            -11.07799021799466,
-            -11.329449150525154,
-            -9.978012888231738,
-            -2.5151845007808658,
-            -0.3753501538801435,
-            5.003542132117237,
-            -13.799085221407266,
-            -4.8745002116135705,
-            -11.229938525003142,
-            -6.577584652521558,
-            -5.8130863564834865,
-            -10.045593518449683,
-            -10.1006352846101,
-            -9.414571126806345,
-            -7.955089324492347,
-            -5.599932882555965,
-            -2.5013881181004587,
-            -4.112556314986133,
-            -16.661828192849192,
-            -13.27741026082176,
-            -12.232955261278704,
-            -10.323155747135651,
-            -10.42352452249941,
-            -8.830849270632584,
-            -11.791121806686679,
-            -12.096308441728546,
-            -13.965294979032352,
-            -10.594189706542116,
-            -12.995529408774853,
-            -10.160919670900068,
-            -10.150635129360225,
-            -10.241552427652959,
-            -7.208206200859776,
-            -9.325632445155062,
-            -8.220776708141248,
-            -0.7633648518051065,
-            -7.732747433893269,
-            -10.929511058969096,
-            -8.773433161666471,
-            -6.346861754887684,
-            -4.724935015348802,
-            -14.57140560064515,
-            -12.748744041897066,
-            -11.602051378759938,
-            -9.585315040386241,
-            -10.982359405851765,
-            -2.437824160971708,
-            -6.398905922841374,
-            -5.9318436977426,
-            -5.4463448667771885,
-            -5.914506538987021,
-            -11.67145117056804,
-            -4.544352500863849,
-            -5.676631762140762,
-            -9.045292540074264,
-            -7.063942788438395,
-            -6.5892450394068725,
-            -9.299437570495018,
-            -4.02214878897362,
-            -6.4438534524130775,
-            -5.700930114957936,
-            -5.0517669722830485,
-            -5.627224202496761,
-            -3.1088565596636952,
-            -1.8477717065173713,
-            -3.0409239258118577,
-            -3.120155302089816,
-            -2.5503058448268137,
-            -8.888276569715876,
-            -4.798353567852818,
-            -6.0455339258278435,
-            -8.491757052136407,
-            -9.502905361642846,
-            -12.492767922287527,
-            -9.683161385687017,
-            -11.744167399101212,
-            -3.3674123621969203,
-            -8.803401307267624,
-            -10.201887019743282,
-            2.3850816662682934,
-            -12.161000780081677,
-            -7.559700727603461,
-            -8.685353246825569,
-            -6.698221460559605,
-            -6.8504473310176035,
-            -7.276182394073164,
-            -5.694226271859727,
-            -7.728902089651756,
-            -4.3597957765293085,
-            -3.5990325584877647,
-            -7.817845143783346,
-            -9.395165672873127,
-            -7.566526600801241,
-            -4.314013604562922,
-            -10.250247635159036,
-            -6.816477386031551,
-            6.054192056994163,
-            -2.3294477086851364,
-            -9.107328743587143,
-            -13.341464055729372,
-            -11.577043837021087,
-            -4.9973418068879925,
-            -6.525491637166612,
-            -13.530621499615505,
-            -9.915012733652222,
-            -9.217720422101294,
-            -6.440926759056701,
-            0.5255499528685453,
-            4.955571151426233,
-            -4.104666818752437,
-            -4.2331823308392575,
-            -1.96456586350332,
-            0.11015738701636857,
-            -6.729707646877416,
-            -2.8105132718006707
+            10.452757889105719,
+            10.339039876630583,
+            13.001758868136296,
+            -0.7682478461923362,
+            21.7869549918928,
+            20.073437237710465,
+            22.175142268332472,
+            14.701821067348547,
+            13.139248036463183,
+            -3.9814210974731945,
+            12.468968463998623,
+            18.42758567435043,
+            15.240698045790305,
+            13.93571818687093,
+            16.643657251692154,
+            18.090001917244717,
+            19.225103880005456,
+            9.428620490441356,
+            16.56093365504605,
+            9.478998738220273,
+            8.418217845563435,
+            2.9844797430466246,
+            -2.225219829901144,
+            -6.263625810455556,
+            0.772947327225962,
+            10.444374269436842,
+            16.646669538328794,
+            22.937873488962175,
+            18.871808583784283,
+            15.177598824530273,
+            12.243145255625794,
+            17.479276578682725,
+            21.121426593898377,
+            7.683794515926148,
+            11.07673835515454,
+            -1.248723438068937,
+            25.51104431489119,
+            19.670343653963958,
+            17.034610014100977,
+            22.04661310183359,
+            22.31181118381583,
+            19.791141375458352,
+            20.96994527313012,
+            6.28899466249503,
+            8.791383827120033,
+            13.584431926646186,
+            18.792642107387152,
+            2.3839328729185647,
+            5.6647654575220665,
+            0.13063805315584287,
+            21.355844087009075,
+            26.61800645125367,
+            18.293770917816715,
+            23.766468601493933,
+            23.501232761035716,
+            12.384698682147334,
+            22.731003169795308,
+            21.556300814926807,
+            13.942642035765477,
+            10.23052582764724,
+            12.174896435480331,
+            19.945403750838395,
+            25.568067792284737,
+            19.711480301348747,
+            16.345889656697583,
+            21.981416330944125,
+            19.10115135140154,
+            22.570667759956805,
+            22.617227434903235,
+            8.122784542608944,
+            22.778672651758107,
+            24.621215126786815,
+            26.515109046408533,
+            20.582454932490236,
+            18.458600063371087,
+            19.824045519477338,
+            20.017761671475604,
+            16.832448580355106,
+            20.088170653703013,
+            16.483253130111805,
+            22.521313666874562,
+            13.354739646557917,
+            7.705896973721973,
+            8.089224900766471,
+            6.709638798842296,
+            22.758291646299035,
+            21.804254846584705,
+            10.089758386307903,
+            17.604327446414988,
+            22.27325519223801,
+            14.644281941946698,
+            22.25176064379341,
+            17.855343300806638,
+            -2.861193670314383,
+            12.66989246122522,
+            1.5807555629130714,
+            6.335641386229221,
+            15.922512461478195,
+            5.42394105752385,
+            -5.971025006401138,
+            6.61533735106524,
+            8.635208744901458,
+            6.024144139351344,
+            9.745807733731478,
+            4.625546012869751,
+            13.685683168404159,
+            -1.6536928325156157,
+            10.178354382652337,
+            10.692833758834547,
+            21.233768551199674,
+            -6.567883253057853,
+            -4.613006114484807,
+            23.406221202355425,
+            25.478001622480612,
+            24.557844229024248,
+            29.363658184659784,
+            16.77993960945414,
+            30.790477569097696,
+            21.76590428975876
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 6.4%",
+           "label": "PC3: 11.5%",
            "values": [
-            -6.029867360298656,
-            5.439564162475868,
-            5.218587140781718,
-            2.9528570949376745,
-            7.2430592636776705,
-            4.483619578706973,
-            6.751087987202602,
-            6.6610565850338705,
-            2.0227956935863554,
-            -6.812154974916103,
-            7.289490989446859,
-            4.668173513330082,
-            7.2938415895870055,
-            6.571510182480987,
-            6.0266956510876275,
-            4.68416318105697,
-            1.8376642646109276,
-            0.8856249129210868,
-            5.534610928997909,
-            7.019037501445563,
-            1.0495491284342573,
-            5.638574580049682,
-            0.6888221286117612,
-            -0.31047884066585574,
-            7.146062688427118,
-            6.4782970607906165,
-            6.116643105296826,
-            2.801237686532411,
-            2.9709311281799793,
-            5.1303238227540415,
-            5.052055861935029,
-            5.118123345085162,
-            7.9035509368676555,
-            6.1082275714308665,
-            4.599778624685311,
-            3.9355464530897364,
-            3.359908022741788,
-            3.3359715184896856,
-            7.2906003196266935,
-            4.5428820248053015,
-            3.622625682392618,
-            7.162907567886217,
-            6.678865789233296,
-            5.850528284182869,
-            7.885472789079309,
-            3.8959243319099355,
-            5.579382464091244,
-            9.08615954022369,
-            1.375956434275212,
-            6.63551437652526,
-            7.60084188866858,
-            4.673939714606172,
-            4.137066871832047,
-            5.092081537246511,
-            3.3883524320772285,
-            0.5188354217078193,
-            4.692317929848135,
-            6.871655443669539,
-            7.852266358913814,
-            6.044673053619832,
-            6.61466102108456,
-            6.098541663523392,
-            1.7228517986203102,
-            -0.2914670547865844,
-            7.84710464471538,
-            5.6922065306256595,
-            3.5091718357909434,
-            5.017741022869586,
-            2.0923175092532538,
-            8.484036786131385,
-            2.9521826765508634,
-            2.5080254568466747,
-            7.222913692515471,
-            5.269946824231893,
-            3.237877525273843,
-            5.408681306293703,
-            1.5341185491949196,
-            5.393120593160274,
-            6.728960670306568,
-            6.5788954493865734,
-            2.7162577528013094,
-            8.004983026361604,
-            8.996306140462806,
-            -1.9549809102378108,
-            3.7377098674436158,
-            5.017255701731625,
-            0.5838411951193149,
-            4.072519032440907,
-            3.98064148572982,
-            0.6333900606728415,
-            1.3877281359432692,
-            3.327630119450344,
-            3.0633438903790493,
-            7.478557055877751,
-            2.3260950288065545,
-            4.446984982375914,
-            5.390604616956967,
-            1.5041363230266271,
-            5.575725681710725,
-            8.879596962719381,
-            -6.930520132561648,
-            -2.9715621829671903,
-            9.480995985019884,
-            8.863545877923649,
-            6.080022245357816,
-            1.6439877472481361,
-            6.499865551885674,
-            7.138032358120009,
-            5.024595877166973,
-            1.6105405674198063,
-            4.070511501293433,
-            -9.96778403874993,
-            -10.575205981555023,
-            0.6044740899271345,
-            -5.7737565683193735,
-            -7.235392632539506,
-            -7.002947224537884,
-            0.9072239972535494,
-            -0.20089249118849117
+            -6.060002022710227,
+            -9.362551253543055,
+            -6.3969251175677755,
+            -6.832936772534227,
+            -8.998704563340826,
+            -9.425605193771062,
+            -7.515471356125531,
+            -1.2220400903444906,
+            1.1894869745917065,
+            3.7722235318186854,
+            -13.0600426692067,
+            -3.200936090918085,
+            -9.526911839628518,
+            -5.5887127850097436,
+            -3.4168157184662116,
+            -7.727501623012808,
+            -8.603015568515985,
+            -7.77015877709703,
+            -6.468287850899664,
+            -5.176184737614486,
+            -3.3326922011001305,
+            -4.209587940538157,
+            -16.907888321966404,
+            -13.512352436029923,
+            -12.463931532317954,
+            -10.313105905157531,
+            -9.197784345105344,
+            -6.917751405536416,
+            -10.044847136062742,
+            -11.320312870943606,
+            -12.396952986717782,
+            -9.429296889518668,
+            -11.038611331637494,
+            -8.943527953577158,
+            -9.029730105666706,
+            -9.767321354047432,
+            -4.6972842795612175,
+            -7.53421287115039,
+            -6.86357464662083,
+            0.6160847785084148,
+            -6.734423438455846,
+            -9.092542687725103,
+            -7.045516368176056,
+            -5.263265283747073,
+            -5.653650968511079,
+            -13.509658089386868,
+            -11.20627563573927,
+            -11.443538302197249,
+            -8.254324673782229,
+            -11.76633788854906,
+            -1.3815055840980448,
+            -4.314726721345786,
+            -4.863882001966228,
+            -3.025153367611308,
+            -4.1144795371423015,
+            -10.759400465668815,
+            -2.669392201661922,
+            -3.9844125119370304,
+            -7.344651056629768,
+            -6.988432627830198,
+            -6.391170578611437,
+            -7.345517719776252,
+            -3.239639247439965,
+            -5.522429492841029,
+            -4.342377283830279,
+            -4.032543421716735,
+            -4.267262180170282,
+            -1.444293186098475,
+            -1.966672682724513,
+            -4.365576359947422,
+            -1.5485498617658693,
+            -1.5368931774344932,
+            -6.3717234690783755,
+            -4.2758118190456145,
+            -4.159397879781901,
+            -6.9780988649978966,
+            -8.24695053417431,
+            -11.518176776443262,
+            -7.565039588378631,
+            -10.180801907214068,
+            -1.913534425273758,
+            -8.337408773018065,
+            -9.53409788164387,
+            1.537030396547827,
+            -11.242319666120995,
+            -4.496960114478937,
+            -6.688464755332172,
+            -5.927350782682962,
+            -5.247926382332955,
+            -5.741991993521008,
+            -5.272467417999794,
+            -5.132366289100643,
+            -4.035280789925396,
+            -3.847559960286074,
+            -7.598338296007241,
+            -9.692172342915137,
+            -6.390655311826022,
+            -3.3942158310187893,
+            -9.25808409485989,
+            -6.579319795173898,
+            7.119137634992075,
+            -3.046709105681459,
+            -7.475929212291943,
+            -12.573152950143967,
+            -11.037498683013887,
+            -3.9951961940857217,
+            -6.807590713148637,
+            -12.667120770295977,
+            -9.069869805651667,
+            -8.331786393342812,
+            -6.024592053843538,
+            0.19314336642164662,
+            7.340063235440317,
+            -0.5338654160543642,
+            -1.2559297656755275,
+            0.3186654111949745,
+            2.0123114445078576,
+            -3.2830712740260974,
+            -1.072207234181651
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 4.3%",
+           "label": "PC4: 3.7%",
            "values": [
-            -1.7093380523758512,
-            0.09599032338844204,
-            5.4525605174797915,
-            3.4917400919571255,
-            -3.27967193692899,
-            -0.778883816588992,
-            -2.18132655644735,
-            -5.519504851453632,
-            0.5148447714101473,
-            8.092566183840232,
-            3.6183395426583838,
-            0.15947966519439205,
-            -3.2542382255614006,
-            -1.2319945658128564,
-            0.18271015282272107,
-            0.7020800285556088,
-            -1.0444484636052993,
-            -1.5556075394770044,
-            -3.7087730066804045,
-            -4.990974085963375,
-            6.712285342362796,
-            4.0731442888167,
-            -8.76466915404012,
-            5.697054042488963,
-            -5.37470403124083,
-            -3.749812621546962,
-            -5.370674336793762,
-            -4.0122623530088495,
-            -4.982992230871824,
-            -1.3084458752185528,
-            0.4471082370797457,
-            -8.034550739868703,
-            -2.0702717489960287,
-            3.344517360379916,
-            4.082384101961465,
-            4.98943947927215,
-            -5.494592166407866,
-            -5.012319598338053,
-            -5.560104220881824,
-            -2.630685607205503,
-            -2.253446499779631,
-            -3.8677024742562924,
-            -3.6845888092559824,
-            -9.900016448455855,
-            3.9866926456906775,
-            -2.4936737169649312,
-            -3.383320669111611,
-            0.23638739757582064,
-            -0.6360866785912416,
-            6.921000580709215,
-            -1.1764459451213376,
-            -1.6588783528080642,
-            -2.5314477985661457,
-            -5.976821364328551,
-            -5.407094434158739,
-            3.23988270200831,
-            -6.028407442502323,
-            -6.9641554144972195,
-            -7.846330702684714,
-            -5.83777532103184,
-            -0.5643005162554686,
-            0.6210669775672066,
-            -4.311650991122458,
-            -5.007370501483165,
-            2.5819464682477418,
-            -5.710012694624786,
-            -0.6077608644987076,
-            -5.8555122750265545,
-            -5.142372172107957,
-            -3.0464906060211843,
-            -3.6075058517071397,
-            -1.0265585611734354,
-            -4.139873618257274,
-            -3.821102137342418,
-            -5.779179985723447,
-            -8.526917877083957,
-            -6.355236712536961,
-            -3.143170074814252,
-            -4.2472343948872675,
-            -4.927466969922358,
-            -5.009089096642809,
-            -8.519774825933233,
-            -5.144372997211256,
-            3.519963437609661,
-            0.19996306780004636,
-            2.164257512138912,
-            -2.8217196441605252,
-            2.1466042221301165,
-            -2.6046246413174665,
-            -1.810919869289092,
-            -1.7049183650149162,
-            3.598377839062336,
-            -1.7553447848088215,
-            4.91851359322054,
-            -1.2444149102602498,
-            7.776927283281749,
-            6.561577258454677,
-            -0.2698131877336707,
-            6.245598300398573,
-            -0.8987280202891114,
-            4.524167802632226,
-            -0.04846604972268431,
-            2.56636764286795,
-            -2.8176428796284405,
-            -4.887428679961217,
-            1.48683844977895,
-            2.228513988598216,
-            1.3402396014247147,
-            0.6811161696745242,
-            -1.2706419858312015,
-            1.1264516569030212,
-            -4.531245080628688,
-            -9.816931562379338,
-            -5.3475465694644,
-            -6.546432350849514,
-            -9.177440725002867,
-            -1.1243059003127407,
-            -10.027957065904955,
-            -4.9745635982659175
+            6.4547287600913705,
+            -4.790144507721636,
+            -6.722788286306929,
+            -4.557941534503947,
+            -5.307886606768491,
+            -3.2036727681369834,
+            -5.2294478085381755,
+            -3.2207414763285955,
+            -0.8217556315897361,
+            1.741285457842324,
+            -7.464999476182707,
+            -3.9106530984298526,
+            -5.798621172574256,
+            -6.007183923198861,
+            -4.885989640847722,
+            -4.295279884494418,
+            -0.9834131760338279,
+            -0.9723037028656505,
+            -4.309539371481328,
+            -5.55066200980838,
+            -3.935388298460465,
+            -7.312786257535796,
+            0.5415644148927232,
+            -3.736106652487442,
+            -5.803649400475066,
+            -5.304032075252895,
+            -3.1126976447721972,
+            -0.6330181284762906,
+            -0.6264644470521147,
+            -4.860605318592666,
+            -4.5383149967839245,
+            -1.8254862840247417,
+            -6.278206814352224,
+            -6.593454531388207,
+            -5.259224107388774,
+            -5.902287789739903,
+            0.08615777105443467,
+            -0.465245549563022,
+            -4.269614264359913,
+            -2.321709554094271,
+            -1.2265553235328497,
+            -3.890501264955339,
+            -3.7096274594232552,
+            -3.291925648230042,
+            -8.389864411593921,
+            -2.67798022350563,
+            -4.02145086487591,
+            -9.074548333027346,
+            0.6177648473681416,
+            -9.876294810050876,
+            -5.556812033668878,
+            -2.295611627205367,
+            -2.2932928099029484,
+            -1.4588230696038027,
+            -0.7007394484556662,
+            -0.7885213773591325,
+            -1.4704808567674612,
+            -3.2190678777782202,
+            -4.736151813339748,
+            -3.602849831475547,
+            -5.52403204772688,
+            -5.260221473214823,
+            0.4502548229400734,
+            2.449451738114874,
+            -6.514090006642979,
+            -2.040666396093644,
+            -2.250772197804204,
+            -1.6286069588843892,
+            0.6841658919530487,
+            -6.824648496673706,
+            -0.5859403633737401,
+            -0.9233896057622607,
+            -4.055981322094633,
+            -2.4408572401238553,
+            -0.8121466307532959,
+            -1.5350970422040926,
+            1.1370671568019897,
+            -2.9305515867787046,
+            -4.201622392807995,
+            -3.4911352964190607,
+            0.4324263466048496,
+            -4.66150190444063,
+            -7.217815536596482,
+            1.557596848778669,
+            -3.3776947139662417,
+            -4.301903255469744,
+            0.5563663413798019,
+            -3.312595214313383,
+            -2.145641197138587,
+            0.6152174590522579,
+            -0.4463717937988363,
+            -4.373668888569805,
+            -1.8645968902310903,
+            -9.324300015637837,
+            -1.7483597846371342,
+            -9.137125740867692,
+            -8.28211422989784,
+            -1.803700536334582,
+            -8.086543906269352,
+            -8.598460676363995,
+            4.188164328334567,
+            2.2273296606446102,
+            -9.530673213146756,
+            -7.921207667307733,
+            -4.3421915199743655,
+            -1.6858672050758479,
+            -6.62474379697697,
+            -7.544824694698954,
+            -3.8208261210942367,
+            0.0890116764213591,
+            -4.9937195072320595,
+            9.746323603831346,
+            13.515652952735518,
+            2.4862213834838256,
+            7.853553731790035,
+            10.475358230652056,
+            8.952966348948078,
+            3.6531233285012665,
+            2.593303922886781
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 4.1%",
+           "label": "PC5: 2.4%",
            "values": [
-            6.710596447909446,
-            0.5970568885992424,
-            -0.17321167034210005,
-            -3.737234274937504,
-            1.3665803820333011,
-            2.138403874146206,
-            -0.32843966205434316,
-            -0.9496335913790325,
-            -5.120821360087039,
-            -1.1777141168171654,
-            0.5689542361739959,
-            -0.9107120767563571,
-            -0.6716684717890861,
-            -1.017481107711801,
-            0.43793598254874655,
-            -1.5478672443043189,
-            -0.8938112930887954,
-            -0.32332242978060277,
-            0.7605924302361116,
-            4.949126674979402,
-            3.1825796414977305,
-            -1.2832932527513843,
-            1.276801079316142,
-            -2.912457984466773,
-            -0.021295876017900853,
-            2.4746684722557157,
-            1.5514373406586155,
-            3.4522416905971864,
-            2.646895882000664,
-            3.03447349448986,
-            -1.767333293732361,
-            3.236206820142487,
-            1.3629677911821019,
-            -6.081614546151698,
-            0.7284404107813196,
-            -3.2249919171183636,
-            2.038638786769358,
-            1.4071824723036264,
-            -1.6483223353182832,
-            0.6625019505720148,
-            6.107478150464548,
-            0.7887784279990898,
-            1.085897519756674,
-            4.757491788835262,
-            -1.9694608098434874,
-            1.6653358609178848,
-            3.011194722966839,
-            -1.786694326540333,
-            -4.765438558704964,
-            -2.311437813372846,
-            1.5827744932206222,
-            3.4987515173531314,
-            2.0563410739485684,
-            -0.04458894720481742,
-            2.044185262061603,
-            -1.8305684312500563,
-            1.0540111743698313,
-            0.9036495967492537,
-            -3.037123117408295,
-            1.3789182697771079,
-            -1.834406661291009,
-            -1.5735058744464543,
-            7.757958650163909,
-            4.338933305272689,
-            0.8845463225607437,
-            1.8728962441322679,
-            1.271977891647476,
-            0.7995882796080171,
-            4.431874391871772,
-            0.9724814211092737,
-            1.838990632005772,
-            2.602293586665961,
-            3.575434709619539,
-            3.691917339465678,
-            0.2877133844930091,
-            3.7582946798943517,
-            4.655843462032161,
-            2.3531416172503725,
-            -0.8033799351114075,
-            1.0696207082887346,
-            3.3240750506296743,
-            4.432382413754311,
-            -0.720070186803979,
-            2.120017429541488,
-            -1.8883708221766122,
-            -2.4754154629394294,
-            1.1993168716076177,
-            3.3805749568332755,
-            -1.9100579220477953,
-            3.591917336749251,
-            0.6374903616527421,
-            0.16092934461448793,
-            1.3419269966214018,
-            -3.907287685656086,
-            2.0991566124866705,
-            -3.061399630240942,
-            -1.8356615732969073,
-            2.2651936227793534,
-            0.4448793515524565,
-            1.3666633064016798,
-            0.10278287159547084,
-            0.8445665613030517,
-            -5.497837120867603,
-            -2.0217519741826315,
-            0.39640577363088614,
-            0.7027991800267578,
-            0.770203992341153,
-            -1.6005384797703837,
-            1.8504159565114264,
-            3.724475999502161,
-            -5.760816103515116,
-            -6.528370892641591,
-            -1.3593589988975803,
-            0.23471549259364966,
-            -2.315592751794523,
-            2.2194814779561773,
-            -1.329192444367268,
-            -2.778669399268536,
-            -0.9163822926621548
+            3.173374531688842,
+            0.6746878143294017,
+            -3.6304520202359365,
+            -1.8162426915590524,
+            3.9728609240988844,
+            0.893167802813282,
+            2.3590595089890916,
+            4.301583173375544,
+            -2.850920193457531,
+            -6.766925295878071,
+            -1.866263874403856,
+            -0.3012439464625562,
+            4.474402441661515,
+            1.9294522561637397,
+            0.48288426122801675,
+            -0.5194457984400119,
+            0.2026351237710079,
+            2.7856368140392407,
+            4.421405103680972,
+            8.334345978114705,
+            -4.988311113656372,
+            -0.47462317243694746,
+            9.898101046463328,
+            -3.276053813036931,
+            6.7211332627229865,
+            4.87124064525503,
+            5.235153272648155,
+            3.696413181362697,
+            4.922501224547209,
+            2.4283814339793377,
+            -0.3596893402594198,
+            8.205024976432856,
+            3.5228218727098732,
+            -3.8171202966440756,
+            -2.137598710716104,
+            -2.218278669889213,
+            4.200892180020147,
+            4.415986327509406,
+            4.717798425470294,
+            2.125143344710633,
+            2.6384261913500326,
+            3.742479911758737,
+            3.7339675023989107,
+            14.351872697335597,
+            -3.1272181178916094,
+            2.4913805207915414,
+            4.232411506756171,
+            2.928605633127776,
+            -3.2207831149097723,
+            -5.313264937258705,
+            0.7731149144231225,
+            1.4209980247951628,
+            2.1215297781637954,
+            4.001909892891019,
+            4.071088049326763,
+            -3.5153756510520675,
+            4.944251280864279,
+            5.931290890589438,
+            7.76150176863342,
+            5.53748686752904,
+            0.46599579814651537,
+            -0.29423531616468157,
+            4.6589899692037395,
+            3.978673421308958,
+            -1.8114138360798153,
+            4.8580466976823065,
+            0.8013662974513881,
+            4.294852374153139,
+            4.389595416427629,
+            4.7713786264869045,
+            2.3674435684378468,
+            -0.17243933313873439,
+            4.875622915800084,
+            3.7109066010672347,
+            5.717086163075135,
+            9.114938932345646,
+            7.456786781138088,
+            3.9910744921556374,
+            4.5171767735405295,
+            4.850374548142955,
+            3.874470544214686,
+            10.420898553195563,
+            7.31490034124354,
+            -3.4248216299831915,
+            0.258993488857899,
+            -2.618133343945311,
+            2.082707810096453,
+            -0.2574471144958218,
+            1.133918564783901,
+            2.252576114496671,
+            1.4144248136856454,
+            -1.4560943151688608,
+            1.2157530560160854,
+            -1.757816288281263,
+            0.5027162273540643,
+            -5.022249343240844,
+            -2.9819943338083097,
+            0.8783789424865723,
+            -1.423709413241755,
+            5.553578994687098,
+            -3.446209902290687,
+            -1.0112983828357467,
+            -1.6020532488887909,
+            3.768435208486925,
+            6.200502237582319,
+            -1.4720980927749125,
+            0.9947029986669095,
+            0.5897157844380828,
+            0.3056132736948048,
+            0.9500757969376719,
+            0.03184436353617223,
+            0.3044848801306277,
+            3.3670135306890168,
+            2.320285019808864,
+            2.4563569227693183,
+            4.879837430596602,
+            -3.8186785212343226,
+            5.528070461720318,
+            1.5978800034103693
            ]
           }
          ],
@@ -2064,195 +2047,195 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 44.4%",
+           "label": "PC1: 47.5%",
            "values": [
-            11.355871395701506,
-            7.4439480672754526,
-            8.708513388324064,
-            8.350215278868264,
-            2.705936560846243,
-            8.505672477304344,
-            8.522859525927178,
-            10.815153943925022,
-            7.9992473272462234,
-            5.629166362743898,
-            8.76327830318692,
-            12.594794986813461,
-            14.016318086671792,
-            9.322211049709292,
-            11.347088609517776,
-            7.547063033669998,
-            9.31845028815087,
-            5.72681885473889,
-            10.806858750232383,
-            6.713626576813113,
-            17.331134761646155,
-            18.346148776222076,
-            14.367874050306014,
-            11.535994128004983,
-            6.953794389531515,
-            3.7824036230183253,
-            5.848059115660348,
-            15.358148799559313,
-            10.65856120355443,
-            9.395063115184634,
-            3.1972512775491184
+            13.961361271715663,
+            12.205688584243504,
+            -12.84613176919165,
+            11.017798410179637,
+            19.56670027959713,
+            14.024278084048827,
+            6.67578265506271,
+            18.612301176742754,
+            1.7546000844391196,
+            28.846386476707558,
+            -14.048532919358788,
+            -8.41486744158369,
+            -11.372721914033086,
+            1.8011915754986862,
+            8.63554787173851,
+            20.18305985472606,
+            7.814338581230445,
+            37.75216792299693,
+            9.501416683720986,
+            25.735574084920614,
+            -0.6386599100434127,
+            -5.980956665204449,
+            -5.273948121688846,
+            0.43871785775867356,
+            5.745489479637708,
+            3.2304122598429057,
+            28.128148547918734,
+            17.639074456282806,
+            20.9493159273004,
+            1.2979858124681423,
+            24.295873273520577
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 19.6%",
+           "label": "PC2: 20.8%",
            "values": [
-            -1.0540899754164377,
-            -1.8370082845424471,
-            -2.623645734051482,
-            -1.640435943026054,
-            -4.063608615186265,
-            -1.0748025323877857,
-            -2.5762470778643545,
-            -6.097264568769251,
-            -4.68922583995875,
-            -10.049807861055937,
-            -12.767133486374707,
-            -12.237532025844523,
-            -7.665765471723176,
-            -8.855522117874159,
-            -14.015396076522434,
-            -10.72745150927833,
-            -1.992662337744221,
-            -9.718483666543182,
-            -11.160117669973328,
-            -6.122126063383672,
-            -4.432891859828648,
-            -2.932510154483833,
-            -10.46767606002215,
-            -10.408672036460569,
-            -11.131713791916248,
-            -8.249652796593152,
-            -2.7666549083527125,
-            -2.695066604087557,
-            -1.1473983350808332,
-            -3.470092323931269,
-            -4.475587599303206
+            -5.170760474326698,
+            -2.046651847584037,
+            -14.298283535146913,
+            -4.45856971779804,
+            7.248006112818085,
+            -2.547361198601201,
+            -5.689387015807526,
+            -2.0638308328766306,
+            -7.0066098410465845,
+            7.808277324350934,
+            -13.808851808248349,
+            -14.921753356743192,
+            -18.24580403847197,
+            -7.168495726173036,
+            -7.226831676457008,
+            2.748278781373711,
+            -6.1302219952481725,
+            12.457531010410452,
+            -6.18728752414907,
+            5.962040775063034,
+            -17.48816379807466,
+            -20.741272890567437,
+            -14.864933321638127,
+            -11.00731008071454,
+            -3.978804325964628,
+            -2.5793967074602677,
+            7.49668605077049,
+            -7.4106999234590845,
+            -0.6216747404071531,
+            -8.484840833582213,
+            8.285885702951067
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 6.4%",
+           "label": "PC3: 11.5%",
            "values": [
-            -5.164618487882344,
-            -8.219003851480348,
-            -8.543015704360213,
-            -11.963586437523848,
-            -5.839939305354767,
-            -7.967374483514306,
-            -3.6078579055929003,
-            -7.381020796857026,
-            -9.392045795029892,
-            -7.122090061637016,
-            -7.282355583332403,
-            -1.4843598330794152,
-            -1.1456350601405003,
-            -4.826288788287725,
-            -4.802781109126219,
-            -3.450535856563665,
-            -10.14945671562835,
-            -7.297745139557369,
-            -8.525134733389454,
-            -4.9058519098477635,
-            -5.337376296819576,
-            -4.68932478978197,
-            -4.058682335292847,
-            -6.975037099680291,
-            -1.206402660583641,
-            -6.441391662583868,
-            -5.124332755235907,
-            -0.049613546560855704,
-            -0.5228230710786075,
-            -7.887022060337104,
-            -8.004150205804073
+            -0.3991758052293065,
+            -1.2591271542563116,
+            -2.3899433304525513,
+            -1.7471721876672028,
+            -2.1050782180612533,
+            -0.566223764048926,
+            -2.078354778082239,
+            -5.072585342427153,
+            -3.979211059087113,
+            -9.05741681993156,
+            -11.095489920785832,
+            -10.968602305779623,
+            -7.272312452701938,
+            -6.905185127707279,
+            -13.627356960357062,
+            -8.769263600701528,
+            -1.2973197372211125,
+            -8.072715449175252,
+            -10.375443046030306,
+            -4.142529741676697,
+            -4.500245662601535,
+            -2.82138047497803,
+            -9.762182187291817,
+            -9.63737000762465,
+            -10.641379867760588,
+            -7.572607560244881,
+            -0.9498916857315852,
+            -2.6998417383414437,
+            0.052675062679037765,
+            -2.178659842603661,
+            -2.9216355114767905
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 4.3%",
+           "label": "PC4: 3.7%",
            "values": [
-            -4.485032236648996,
-            -6.225378778551022,
-            -3.2409144777186487,
-            -7.892309551785376,
-            -3.317715113797096,
-            -3.814701651670823,
-            -2.4222893188228904,
-            -4.356955675618801,
-            -7.1691361466398575,
-            -1.8829943249950278,
-            -4.51386052679571,
-            -0.33971884772250543,
-            2.2788233549238455,
-            -0.7554829372879082,
-            -1.3816046665007995,
-            1.0569888389698125,
-            -3.1795807687483366,
-            -4.856976300837475,
-            0.3301632766814916,
-            -3.9739602085192294,
-            2.4141116277624683,
-            0.8510092179725719,
-            -5.450737066307868,
-            -0.06407592945660845,
-            4.5942745088601065,
-            -3.833563296912573,
-            -5.111413089730834,
-            -3.3069479404535453,
-            -5.549106907950067,
-            -2.4865265362886104,
-            -6.955905380758418
+            6.8128005726829866,
+            10.027793333958812,
+            8.266037118074816,
+            13.133508076091408,
+            8.531897647104394,
+            8.580685745058329,
+            3.7398412819619535,
+            9.636909701854286,
+            10.890530122520428,
+            8.629195294061233,
+            6.366946656537085,
+            0.3831023653608302,
+            -1.3276789218802967,
+            5.599562211109901,
+            3.982939810302866,
+            4.110018210232294,
+            10.380256420301563,
+            10.93200280586436,
+            7.733469671940831,
+            7.459102456826728,
+            3.5769892737467623,
+            2.7353273613282587,
+            4.693543794864494,
+            5.611403047305966,
+            -1.0874344674569065,
+            6.525526790229991,
+            8.064101756357658,
+            1.433326603866408,
+            3.3415299412758133,
+            8.142128209449794,
+            11.27494868112078
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 4.1%",
+           "label": "PC5: 2.4%",
            "values": [
-            -5.805666805390428,
-            -3.669993435894027,
-            -0.6179830750460518,
-            -0.033415584465015025,
-            -4.758646877594328,
-            -6.05636469889763,
-            -6.345679991162099,
-            -6.070077436827072,
-            -5.374651090529811,
-            -11.774957802485211,
-            -7.634600026349936,
-            -6.681501981110694,
-            -5.714989412289697,
-            -8.453862190083159,
-            -11.072487742149056,
-            -8.57880374702841,
-            -6.7985433163349,
-            -1.8894501131425954,
-            -7.606977079950319,
-            -6.433377478278931,
-            -1.6961695866864193,
-            -4.549586066492648,
-            -0.8054314574407144,
-            -8.194643383400772,
-            -10.516880598115005,
-            -8.349230984417169,
-            -3.2757877815969065,
-            -7.886718968013579,
-            -4.813515149635204,
-            -5.389902226821214,
-            -4.696075008646343
+            -0.6350327964566926,
+            0.5845723037114748,
+            2.3354155756591033,
+            5.602596288767512,
+            -3.5813291188789815,
+            -1.4698014604464635,
+            -1.7605719944821265,
+            -2.7992236630802685,
+            2.0736117953300495,
+            -6.5712314015554245,
+            1.2423140231202043,
+            -0.11461578164288405,
+            -3.187365934906661,
+            -4.061313060679319,
+            -4.332202524122036,
+            -6.701765501935595,
+            -2.962188586700917,
+            -2.6142161773829837,
+            -4.726621068370604,
+            -3.0268537116914507,
+            -1.6813467142920406,
+            -1.0166729540319461,
+            2.8666954456229035,
+            -4.015783662856274,
+            -8.124801916013944,
+            -1.8330698664436866,
+            -0.5561688529778885,
+            -1.137506654750923,
+            0.8187875597367752,
+            -1.1010049915771796,
+            -1.3821695576933495
            ]
           }
          ],
@@ -2275,575 +2258,575 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 44.4%",
+           "label": "PC1: 47.5%",
            "values": [
-            4.653020404777198,
-            11.497638045685717,
-            14.734464507121555,
-            -0.4100350956587756,
-            6.020223414453456,
-            12.086474482120337,
-            9.68776915429098,
-            7.988237063952346,
-            7.423842862993961,
-            15.299580489892488,
-            5.776486613600851,
-            5.095099279175322,
-            9.368739330738464,
-            12.302446259416342,
-            9.571900397503288,
-            11.902708521514448,
-            5.558090050355235,
-            12.650193817746825,
-            9.475795228276677,
-            5.39048030730744,
-            16.60154411599718,
-            5.874700956308997,
-            6.625689777969847,
-            -2.4007368569614496,
-            5.602183502528469,
-            1.6986814444153402,
-            1.5500781789868998,
-            12.75527872288334,
-            8.3750609355079,
-            11.786278512089233,
-            12.598444576337748,
-            11.28594654727041,
-            11.403323968381798,
-            10.511142320703337,
-            13.51233295692186,
-            10.152689324628355,
-            10.146465622009016,
-            12.66383950851982,
-            10.71222772113969,
-            7.780198593481105,
-            8.965220314263698,
-            10.249777923242657,
-            20.3862141485515,
-            6.882838127552043,
-            8.298124822460537,
-            11.149470575823278,
-            9.977986076492016,
-            10.590818949591448,
-            9.679307302537797,
-            2.77107205633496,
-            7.726243537169561,
-            7.798745475199722,
-            15.6617433882072,
-            3.93236499376133,
-            1.4796104887589467,
-            19.028181407952385,
-            8.68899200219636,
-            -5.308343319951799,
-            8.159205441855166,
-            0.4155377668702691,
-            8.8696745788795,
-            2.115602043056375,
-            6.461887539272793,
-            7.392815499628561,
-            -4.195662694325296,
-            9.980036166136943,
-            -4.066605373082742,
-            -1.6732077251770672,
-            11.17204387805959,
-            4.0048796927619055,
-            12.733197762631926,
-            5.33759172890709,
-            9.994451125427192,
-            10.653074512622307,
-            9.337258268725925,
-            10.018273839880246,
-            6.646679900231053,
-            17.795833367527937,
-            21.098756161381928,
-            20.72087319738526,
-            3.6346095542286196,
-            6.017833592302608,
-            17.27944460676524,
-            15.175397616221328,
-            12.07011927356902,
-            19.769990065324762,
-            20.386016900088755,
-            10.986147437480948,
-            19.614865763074178,
-            13.37109051756029,
-            10.614925571467698,
-            10.757842543005328,
-            8.939028482721715,
-            6.006995932376667,
-            14.020627559432427,
-            15.564397999755258,
-            14.445484207172456,
-            11.720467975760055,
-            10.795745719154223,
-            9.10379460909672,
-            14.534121713037843,
-            9.472926296971544,
-            16.487317659461908,
-            9.96310935628738,
-            10.873641166417858,
-            10.771584358891129,
-            9.184378684016838
+            4.810562749556519,
+            21.92465806737698,
+            -2.6427108065099953,
+            -20.140868313282812,
+            28.53275662700519,
+            -7.594699599925848,
+            22.00288188977034,
+            17.299787003020516,
+            8.728594783563192,
+            -13.531438053105713,
+            9.326324709844622,
+            -15.969032718231212,
+            31.918199538214775,
+            24.50128891089966,
+            -12.65687109297955,
+            -14.470475455838276,
+            24.61104713251644,
+            -24.707033104936023,
+            -11.890408718213862,
+            40.62207720653319,
+            -0.9610490871655111,
+            24.862574178893475,
+            -12.412156503399153,
+            -11.57145370803278,
+            -13.926457875957793,
+            -16.270946709480558,
+            -22.078142550080422,
+            30.00535054385996,
+            21.134614134014626,
+            20.08376052732371,
+            28.085672976192978,
+            26.42182443980795,
+            -12.144048671139277,
+            37.665224963104144,
+            -1.9302400945533111,
+            26.14536846692358,
+            34.25179986168165,
+            32.69265002606693,
+            28.2592138001136,
+            36.678682338691885,
+            3.438592564113585,
+            -8.560055554968507,
+            -8.07736465981932,
+            3.777933741298458,
+            -8.54691130102767,
+            -5.461145919031642,
+            -13.178877455952458,
+            -11.195264341811136,
+            -6.034495534355786,
+            34.17468265956432,
+            -6.339181506515807,
+            29.185007347273988,
+            10.947952463566315,
+            30.642152325375626,
+            -6.122544682560102,
+            19.51168651383525,
+            -1.3881035433291682,
+            28.812685195062784,
+            21.67687257874079,
+            -2.695748823668181,
+            28.494678942358576,
+            -12.453841617888177,
+            -8.057804575125138,
+            3.5845641831799693,
+            0.3520846099302436,
+            -5.084603100410326,
+            -2.788979842325537,
+            30.682298222998718,
+            -13.520390954587581,
+            7.0579094205877055,
+            -8.06370093694505,
+            -1.5027027267599746,
+            5.54066414809556,
+            -13.88331635909265,
+            -9.195605379648352,
+            23.551211635301847,
+            13.149555717344448,
+            -0.5384914255104686,
+            -5.777296718312288,
+            -6.093454290163088,
+            22.10202767453987,
+            28.84563925247963,
+            1.0547605111840483,
+            -3.6977279941800747,
+            -7.257857202705155,
+            -9.132769477016451,
+            -4.504879026374024,
+            22.974494203171574,
+            -5.171537959035495,
+            22.048773395056504,
+            34.90083173354576,
+            29.367102964531014,
+            11.7856752775713,
+            28.584245259545597,
+            -10.382610405404579,
+            9.324694681203699,
+            -8.342474024484812,
+            10.183798478009864,
+            33.02266091050849,
+            32.91715703694581,
+            -5.963350888880695,
+            8.53021985094698,
+            -9.470388795814191,
+            6.235822116079987,
+            -8.956292544220432,
+            -12.128633215959162,
+            3.8752068497997336
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 19.6%",
+           "label": "PC2: 20.8%",
            "values": [
-            18.198668582154227,
-            11.375837962495535,
-            0.5730709023076921,
-            2.675965131818641,
-            18.05395182790304,
-            7.466213825402848,
-            17.39637514165182,
-            20.545073228208906,
-            5.051929705465863,
-            6.973541824047987,
-            13.312291739837468,
-            9.65967249582384,
-            12.087155366505808,
-            11.861847693931853,
-            22.583723326864,
-            12.499269378003273,
-            26.629833339562445,
-            13.665220117272476,
-            17.18280232574112,
-            26.06476843898563,
-            3.1555335703785845,
-            22.520808842539203,
-            16.476654016562662,
-            27.82569652079505,
-            18.98964850679095,
-            2.3803054440670244,
-            19.754483686401464,
-            19.84314516612576,
-            18.51610716885224,
-            17.976626258130313,
-            17.91640593689983,
-            16.761438750196223,
-            15.906838506624325,
-            12.88894432994218,
-            13.448028593304151,
-            11.740249558560741,
-            22.610825019874433,
-            23.20189873488974,
-            20.492942571669744,
-            19.02832862853667,
-            -2.1086215180843073,
-            4.750852682443172,
-            3.6700401596787455,
-            11.110749610024403,
-            6.403189784407338,
-            12.454529376845901,
-            10.590111041419728,
-            7.5065545127953595,
-            5.625563784989279,
-            18.909874042033398,
-            7.601183518763838,
-            11.641258241251457,
-            -0.11034432784528359,
-            23.991905418427557,
-            19.764164077877986,
-            8.70975171464663,
-            14.907856142234433,
-            19.03065233107317,
-            19.821017341581186,
-            19.64065096914544,
-            20.364293037161605,
-            12.221642564985915,
-            18.189101261284264,
-            18.088319689102377,
-            11.517205031881264,
-            4.372127070659634,
-            13.852018041850197,
-            26.32266567390182,
-            14.59582109819905,
-            21.18436263060186,
-            9.459578503133407,
-            25.56724811035063,
-            18.413630042237212,
-            17.932220631190052,
-            19.342568970964734,
-            13.868970992022913,
-            3.1899453481553763,
-            -2.3375674347325495,
-            1.9225738033649376,
-            7.887558970921839,
-            6.0456527905374315,
-            12.63363221536321,
-            9.09598103946859,
-            11.663111017839395,
-            1.752467425953813,
-            4.568942912128703,
-            2.412979307707007,
-            14.687561655114383,
-            1.8154554082114167,
-            15.641509286678952,
-            17.541066601841713,
-            18.81612660042054,
-            -0.9850729882676131,
-            16.520636419732377,
-            7.2921753731701,
-            17.390361714671137,
-            -1.5392105475118194,
-            12.473848787448379,
-            15.93681475897803,
-            18.68081285558382,
-            5.271033113121639,
-            10.38627348322289,
-            2.6042091404432357,
-            12.788638090448707,
-            11.470839023252086,
-            5.947887370300492,
-            8.357608899501574
+            -5.193805629900725,
+            -4.102907767379309,
+            -15.73782208299275,
+            -9.753450303785892,
+            5.439617872830459,
+            -15.026108760109576,
+            -1.653725919208742,
+            -2.8486836113936276,
+            -4.625276503008291,
+            -22.38099242922381,
+            -3.632623422494046,
+            -12.767365693920187,
+            3.650944882208473,
+            -3.748054360448471,
+            -18.304376784111927,
+            -19.362676210802775,
+            3.2643176934598594,
+            -27.404983143453308,
+            -16.507804369262942,
+            11.07308987706708,
+            -16.13364798751055,
+            3.5393316894483613,
+            -14.694071378687518,
+            -7.488783237443473,
+            -14.549674793558173,
+            -9.794748368067589,
+            -13.3840022611868,
+            -1.0042013061714736,
+            -0.6770374897869704,
+            -5.397814024892249,
+            -2.34748609772755,
+            -0.9478403540126561,
+            -18.703999035400287,
+            5.033682933683209,
+            -15.014242282287537,
+            0.5506237688737257,
+            2.7795371541578016,
+            -0.5494658874670997,
+            0.014726693634588006,
+            6.981870110741797,
+            -7.077177010998033,
+            -14.367405483254982,
+            -23.767933521844526,
+            -8.719554840929355,
+            -13.062043645294391,
+            -14.648830929082074,
+            -16.742918434916817,
+            -15.858408949725533,
+            -12.465389015659593,
+            10.712804849903568,
+            -11.129100083627197,
+            4.330617067915313,
+            -10.358612000219736,
+            6.447639301677567,
+            -4.607515310503437,
+            -11.988143893971195,
+            -10.76542033162087,
+            17.933803995997003,
+            -0.28960302612909505,
+            -3.1939871366863626,
+            1.973227694163012,
+            -9.434601907629316,
+            -12.302942984557351,
+            -8.918767615906205,
+            3.7982441510904623,
+            -12.077707473946798,
+            3.6768939219202212,
+            12.51481742391417,
+            -18.781831561039517,
+            -3.5636390047675235,
+            -16.718841761563016,
+            -9.344372389036405,
+            -10.519637008398979,
+            -19.664059665945665,
+            -16.060354522404218,
+            -0.5960054782151638,
+            1.8820850849740955,
+            -19.0383285368788,
+            -22.244371248610243,
+            -23.2632539098025,
+            6.7700869904905545,
+            6.956916200131186,
+            -17.256293964418933,
+            -16.985665816684328,
+            -14.50835051488658,
+            -22.684383551508418,
+            -21.14416154877383,
+            -2.1695746435611754,
+            -20.808260752294032,
+            -6.0408367302203025,
+            3.730275714403743,
+            0.5051013027954546,
+            -3.271999120677292,
+            5.218968930484124,
+            -18.38444304452758,
+            -13.018944623922156,
+            -17.4304191009074,
+            -7.814185575653268,
+            2.6111781132570253,
+            4.190815283359953,
+            -16.864112532273893,
+            -5.426255433788657,
+            -19.701406393409393,
+            -8.300746217361503,
+            -14.931352138402033,
+            -16.090171552284016,
+            -8.010271921010869
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 6.4%",
+           "label": "PC3: 11.5%",
            "values": [
-            1.2647536686604064,
-            -5.78228239212509,
-            -3.230906682410448,
-            -6.058868204310862,
-            4.544879710226466,
-            3.0090419035259903,
-            4.657505294007505,
-            5.219417172778742,
-            -4.119521680773903,
-            1.2135028714225324,
-            5.643823692168298,
-            2.0501231822454318,
-            3.976322495536063,
-            0.3066188989968879,
-            7.271823328513857,
-            10.609128906324004,
-            13.998742313760497,
-            5.444844398864821,
-            12.73508871788016,
-            13.241710904406567,
-            2.0194746430339716,
-            9.550889440600788,
-            4.716526297436232,
-            -1.6407306642251702,
-            -1.28495818327203,
-            -3.475219520485723,
-            7.335603991898292,
-            6.791708498264584,
-            2.2370147254097335,
-            2.0140326651082194,
-            6.68460349771199,
-            4.094631548904366,
-            0.6601100367010121,
-            4.060982921201706,
-            4.3832453038434105,
-            0.9019613920431764,
-            9.390061550831227,
-            5.439260220558106,
-            6.493995027440873,
-            3.936981703725838,
-            1.5957890129779677,
-            -2.7598343402321075,
-            1.3489750107363454,
-            -0.45166759763157394,
-            2.131950071492346,
-            1.1573429212620525,
-            -5.261441242673401,
-            -1.1345352846460721,
-            -0.2939081983157565,
-            -0.16036755167618355,
-            -2.7850983760505414,
-            5.0438838149325385,
-            -2.3873845432915166,
-            -2.789672405071806,
-            2.0745630023603656,
-            -3.685785623662178,
-            5.815822840118283,
-            6.923618518703872,
-            6.3933671076827565,
-            -2.9028574951381576,
-            6.418557122445765,
-            0.9850039105168441,
-            0.6867852096365749,
-            -2.522268262992212,
-            -2.8225626449704855,
-            3.9488258086361236,
-            -3.4799791703737486,
-            2.821295319787046,
-            3.503225239805061,
-            2.1593087181761463,
-            9.695145183695999,
-            4.643147957830302,
-            6.074020591862153,
-            5.123018275588663,
-            2.6378178376901653,
-            8.732762148169535,
-            10.53838977343666,
-            0.9399189630723435,
-            6.232110605547339,
-            7.879890263822123,
-            3.4464756499611404,
-            12.904689837267004,
-            5.753871415151137,
-            7.31686595723545,
-            4.258227015810028,
-            1.4188965837857812,
-            5.899415613014558,
-            7.205863149140638,
-            6.809936183529887,
-            7.197723516284601,
-            7.7613863911666865,
-            6.808544043470329,
-            -0.91571873018143,
-            5.441226964669084,
-            3.8627207159230643,
-            9.980136310762003,
-            8.0117313032478,
-            6.696079199678026,
-            14.831563656230509,
-            11.509794944139802,
-            5.871976482945945,
-            -1.5479327710527362,
-            1.821061881803225,
-            -2.986748179814068,
-            1.121385503898183,
-            0.7380309621163785,
-            2.545433294089514
+            16.726045018530947,
+            10.377167389651273,
+            -0.6385929408696184,
+            0.70331850119888,
+            19.550518005962736,
+            5.690514501467623,
+            17.289872029330077,
+            19.830444389301988,
+            3.6509132805079125,
+            2.803386034161537,
+            12.444683923407958,
+            8.41367438365088,
+            11.970214308084572,
+            9.19070407725803,
+            18.056238919669283,
+            10.183690606904221,
+            26.67551186181192,
+            8.402429209118417,
+            13.047480685874277,
+            26.97188360220491,
+            2.1263726217661416,
+            23.192764382927542,
+            13.921444830340633,
+            24.61898450707453,
+            16.05806574178465,
+            1.2268081321479714,
+            16.5896604301227,
+            19.55301814387522,
+            18.829779357846647,
+            17.07536547497804,
+            16.242596318467378,
+            17.20722338838236,
+            12.607665050861776,
+            13.62991421751078,
+            13.615719464583284,
+            12.889211559990091,
+            22.273797916617852,
+            22.7292706935009,
+            19.741410941804652,
+            20.823146808444235,
+            -1.1533878356346738,
+            4.15025164816325,
+            3.1716766341944043,
+            7.6858425827404115,
+            5.479453733238944,
+            11.46541738545906,
+            9.077484280232197,
+            6.378495096227665,
+            4.7504551236383525,
+            20.47179078511749,
+            6.479565127206194,
+            13.026178897241461,
+            -0.07852291651462526,
+            24.437405610294682,
+            20.486504494122293,
+            7.787407103039958,
+            13.877335657291933,
+            21.058667645503828,
+            20.064156932070084,
+            19.203896985235694,
+            21.039400069522973,
+            10.588208358543362,
+            17.02871358063399,
+            17.218559650890185,
+            11.54941592125186,
+            3.1136691599574062,
+            16.1564582868713,
+            26.110136123606104,
+            11.724705681619533,
+            20.02213145618093,
+            7.587411635929088,
+            21.889181701431163,
+            15.736146780954606,
+            13.16626383549843,
+            15.365910836811286,
+            14.512724898670282,
+            6.619097176769179,
+            -2.55100412456512,
+            1.6332789970372137,
+            7.144115025344896,
+            7.990492024149335,
+            14.6661659638633,
+            8.190386446307546,
+            9.895964885078577,
+            2.0685585014976158,
+            3.089250347489712,
+            2.40806603266061,
+            15.329257985780174,
+            1.9791960201567518,
+            14.718574637957138,
+            19.40712998438792,
+            19.520835606775464,
+            0.2700959931297708,
+            17.527077382799565,
+            6.323808055457835,
+            14.001445795536902,
+            -1.029255707516721,
+            12.03102390348718,
+            16.731855772537926,
+            19.49376901218799,
+            5.144327105608093,
+            11.25888774372531,
+            1.1900280278418465,
+            13.045799516902619,
+            10.328029927436372,
+            4.926444981889453,
+            8.329483116316485
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 4.3%",
+           "label": "PC4: 3.7%",
            "values": [
-            -2.687224788882384,
-            -0.2172673173479358,
-            -3.6346036438420724,
-            -10.996972419212334,
-            -0.6919667531772031,
-            -7.333785690961582,
-            -0.18402428519244865,
-            4.059836922695362,
-            -3.947121513565719,
-            2.56132502412716,
-            9.738688080868368,
-            -8.248154149825087,
-            -4.393778797664732,
-            -5.290472640818853,
-            -0.37947931573741966,
-            3.715193761417551,
-            1.925728358368774,
-            7.0938517398967615,
-            0.5609491250531855,
-            0.8199078830446322,
-            -3.386589401650241,
-            3.238009274051422,
-            -0.8101052137560074,
-            -2.8539506825753738,
-            1.284816194034648,
-            -10.30721378903107,
-            -9.32002120102791,
-            -0.8920728866462637,
-            0.27762082505984564,
-            6.353774931717964,
-            1.7167052578819506,
-            -3.734934994917047,
-            -0.34859984792311716,
-            -1.7611986009733236,
-            2.7738000091941015,
-            1.5389058898605126,
-            0.8181337918576468,
-            -1.3472422599433962,
-            -1.2701123444895626,
-            -2.944228924331707,
-            0.22797710914917987,
-            0.21647277610979088,
-            -0.10227542728934136,
-            7.4019553454164,
-            -1.7553038182496463,
-            -1.5410163216051105,
-            -4.934065059856057,
-            -2.377577711655995,
-            -3.9615563956080053,
-            4.540385574499538,
-            -10.194285067612022,
-            4.34594807163616,
-            -3.8844557833295443,
-            6.400636810758815,
-            -4.17496652570588,
-            -0.8101061682719759,
-            -3.751849480532597,
-            0.5786890630491264,
-            3.7598679172342298,
-            -0.8907165692701782,
-            0.30416404556947474,
-            2.5420968074376527,
-            4.347114185268985,
-            4.731837592975404,
-            -2.378902454981188,
-            -7.045267299069556,
-            -0.08244079282422523,
-            2.622290674536467,
-            -4.17576609608533,
-            0.17356518998910442,
-            -3.4973396381797093,
-            -5.94197493393394,
-            1.64204124486284,
-            -4.741611077085919,
-            -6.038481346520465,
-            -0.33051272402285714,
-            -6.8262437647164935,
-            7.844579224539117,
-            -1.2448389626598977,
-            2.8559604698144825,
-            -1.9969246508343872,
-            1.0422976337374483,
-            -3.3458122725403356,
-            2.8752899102393292,
-            0.08566589314782513,
-            -3.7397443594602198,
-            0.26512654768613464,
-            0.17708770794098183,
-            1.1641473037840697,
-            0.9864044327090562,
-            -1.9101429519763045,
-            -2.426621303290919,
-            1.134471563356599,
-            -2.0222641970309154,
-            -1.6687736514619644,
-            -1.4975710053851272,
-            1.316018667201282,
-            -2.2082054058607707,
-            1.0790451357721489,
-            -3.641868583920856,
-            0.7510638362646226,
-            -10.736586713647451,
-            -2.689153621935637,
-            -6.971258938241375,
-            -9.24945368686592,
-            -5.936804965799169,
-            -1.2199693134571044
+            -0.1731550471182305,
+            5.436132821481266,
+            3.4789708877766516,
+            8.109165865345611,
+            -2.956815077418401,
+            -0.9052456695975579,
+            -3.5726466742633463,
+            -5.611394268352602,
+            4.598780496188191,
+            -3.7310740762735954,
+            -9.504345276077494,
+            -0.28419933507519246,
+            -2.094481041801581,
+            -0.1776463859288553,
+            -6.927093017822201,
+            -11.338116961147776,
+            -14.042716045310808,
+            -10.25189746074404,
+            -11.421633537902117,
+            -11.483945800320097,
+            -1.2255022753025102,
+            -10.300125719940509,
+            -4.8295856258246515,
+            1.7464768740711454,
+            -0.5613397235270762,
+            5.79316995570356,
+            -4.0378258914046725,
+            -4.716230643782607,
+            -1.66461927695431,
+            -3.66066534247934,
+            -6.371230193689678,
+            -1.9447301313103478,
+            -0.9698904164243849,
+            -2.114409546747096,
+            -5.798449811828458,
+            -0.5353113531863908,
+            -7.8403737912542635,
+            -4.026196241779018,
+            -4.328731788876485,
+            -1.772944654785027,
+            -2.8115286542776197,
+            1.4704594233091288,
+            -2.1511535268764668,
+            -4.006525715226967,
+            -1.2882809961493642,
+            -1.3658224710433187,
+            5.350669644781333,
+            1.0318614557303638,
+            0.7328986738994621,
+            -0.03344219398154819,
+            4.9306265822427875,
+            -5.231603051478572,
+            4.091946708733952,
+            1.1254349539200628,
+            -1.3469802676358937,
+            3.773146485816059,
+            -3.550685567269225,
+            -5.405913252073786,
+            -6.862129648618552,
+            3.2857184473860777,
+            -5.131049281797523,
+            -1.0444851194927232,
+            -2.09279468838196,
+            0.6743525545146236,
+            2.745725791263126,
+            -2.444338475255288,
+            2.8604808776094326,
+            -3.8321164038449513,
+            -2.56217055358821,
+            -3.227919708903925,
+            -8.22894931686811,
+            -2.373026332072532,
+            -6.398060986371182,
+            -3.4342671630174753,
+            -0.9429623923134967,
+            -7.56336579841543,
+            -7.691683872070407,
+            -3.925111864247881,
+            -5.8707282821617905,
+            -9.194699256719211,
+            -1.0650165649967869,
+            -11.442005035688712,
+            -5.295910382640374,
+            -8.230640339345317,
+            -4.5815857795025945,
+            -1.0524493352742692,
+            -5.9981653129465595,
+            -6.7197781315066205,
+            -7.460168703082484,
+            -7.505828275409918,
+            -6.18452968140424,
+            -5.405983963243233,
+            1.8201422533415637,
+            -4.744128424742858,
+            -3.6359494974199666,
+            -9.103922692650427,
+            -9.162578273903252,
+            -5.220962932381365,
+            -13.12725458706505,
+            -8.868329821648256,
+            -6.940218066534811,
+            4.997261222915135,
+            -1.9247996481093197,
+            4.501190867514353,
+            0.6327193744350524,
+            -0.13792653206985644,
+            -1.8268314061899074
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 4.1%",
+           "label": "PC5: 2.4%",
            "values": [
-            -3.53247467517671,
-            5.768223536216525,
-            8.125300580187899,
-            6.628823986412913,
-            -6.257484671220999,
-            3.262463113759699,
-            -1.707841660587095,
-            -5.016325920270033,
-            11.533660198985675,
-            0.3300333775747575,
-            -4.650210694822967,
-            3.8696920161672796,
-            8.57457901798913,
-            14.440166818085535,
-            1.5665858917247357,
-            -4.8202440698491165,
-            -1.2271783532642901,
-            -2.33938987576651,
-            -0.2742238881723097,
-            2.6548571664584464,
-            4.16467215490295,
-            -0.4080871350317838,
-            -5.070617110221438,
-            2.16264825242824,
-            2.5351942439411035,
-            2.0040153429394723,
-            1.3282935323819118,
-            -5.1433580079239265,
-            -4.297627400218971,
-            4.689185524475739,
-            -7.413976404898676,
-            -7.988201298996204,
-            -1.9396630078854489,
-            4.283981271662856,
-            -4.830483858094691,
-            -1.3600765148464327,
-            -2.5372273416752433,
-            -3.863188002546731,
-            -6.3327091664374215,
-            -4.841944596029363,
-            -5.723214349993604,
-            -1.0151775382216854,
-            -1.156417566612599,
-            2.8141626070169568,
-            4.72686504323849,
-            1.761689242302201,
-            2.4299615592048696,
-            -0.08356726795610661,
-            5.05518840116812,
-            6.2525507834590925,
-            10.394449892254855,
-            2.374220273935354,
-            0.6537208558057839,
-            5.930424225009034,
-            -1.1792448077262805,
-            1.6761866558250202,
-            0.24743320461828974,
-            3.2910534135165155,
-            -4.2911544082739645,
-            7.015753346628121,
-            -1.850413334505277,
-            9.852042261597411,
-            8.677619309489252,
-            9.95638558425188,
-            7.919403240869292,
-            4.854218475809332,
-            3.2825311184550996,
-            1.1658405763017368,
-            7.4154413137333215,
-            2.2031711083495855,
-            -1.887162455095654,
-            10.13266694167675,
-            -0.7788804712880255,
-            11.314464483589433,
-            7.722434421416114,
-            -4.086655520636034,
-            -7.849750601126885,
-            -10.691719274036075,
-            -4.257430153415374,
-            -6.175094858414248,
-            -1.9209618692668409,
-            -7.554296530637513,
-            1.1513194307196148,
-            0.695036931624119,
-            -4.953646672521905,
-            -5.0326319565392925,
-            -4.826200065701004,
-            -8.343598811890974,
-            -5.257904715866221,
-            -1.9822085861394698,
-            -2.782561944136109,
-            -0.9965504030262511,
-            -6.6542329451740425,
-            -4.107550527615165,
-            -2.2548753118898412,
-            1.3536254232870983,
-            -4.494874860552068,
-            2.3394608210011985,
-            -6.323157970170557,
-            -3.934558840706071,
-            -5.423640814409803,
-            1.3990474148183258,
-            -2.7564737073626606,
-            5.96597948976063,
-            0.5592597589393596,
-            -1.5619367612026733,
-            1.1141846457402496
+            0.5260280911048167,
+            0.26306082110336204,
+            7.403940121226588,
+            11.723189018077898,
+            -3.9520537725691627,
+            8.503354829059646,
+            -1.2303791560999247,
+            -5.918782565724353,
+            6.6584653786876835,
+            -0.7285244151055261,
+            -8.317525010616066,
+            11.237717172305771,
+            5.574911394804117,
+            9.029775535188367,
+            3.72781691474727,
+            -0.5460077425325361,
+            -0.05127281681939255,
+            -5.0271723033424935,
+            2.406249034279764,
+            -0.7114423798357882,
+            6.267448545127277,
+            -1.1022325412530354,
+            1.105448544491341,
+            4.26573231364729,
+            1.5870974041830594,
+            9.929543675220353,
+            11.798230547184723,
+            -3.7182388828668778,
+            -3.4017754742712416,
+            -4.0992330502292695,
+            -5.364531462410765,
+            -2.050689447809571,
+            0.4660785757668938,
+            1.4264373101773642,
+            -0.5908223000493081,
+            -2.907782779621004,
+            -3.9290058196317514,
+            -2.6658007638431247,
+            -4.3750832740668635,
+            -0.8599372079402139,
+            -1.0873734765974878,
+            1.0921790297507288,
+            2.692966204213545,
+            -4.266146670365069,
+            4.965175450294302,
+            4.167802921944414,
+            5.438629691671163,
+            3.4902984939861477,
+            6.897535855082216,
+            -2.9121120821004305,
+            14.207895241771176,
+            -3.2724877069673735,
+            2.1157005454039464,
+            -5.154294440858358,
+            6.157140457173005,
+            0.09830797254205348,
+            5.478166099998788,
+            -0.29171186519443804,
+            -4.575187350874953,
+            3.506257805420496,
+            -1.9377658528632615,
+            2.184152283822191,
+            1.4643991412432018,
+            1.3678089052245628,
+            5.532174013519194,
+            9.277229242236219,
+            2.800112007338325,
+            -3.5505712970331067,
+            9.112786473175198,
+            1.9881484935679712,
+            5.712798062843023,
+            9.393436032285685,
+            -0.8383688649776572,
+            10.61441087643001,
+            9.014524984122612,
+            -0.48729814589876896,
+            6.533667535838392,
+            -7.294835640757543,
+            2.7936983537102567,
+            -0.500426499407836,
+            0.15260084391054907,
+            -3.2280672200784153,
+            6.600146254777254,
+            0.6873450663693916,
+            1.5514773867540357,
+            3.194978826128021,
+            1.0577405567148241,
+            -2.174850846555959,
+            0.8937188357365529,
+            0.0449671423807384,
+            0.867926559984787,
+            2.3608335521209973,
+            -4.636422212761995,
+            0.7836309569856226,
+            2.9442334735921416,
+            3.0941861721954194,
+            2.45602357245788,
+            4.965966862835949,
+            -2.417023966731692,
+            1.4608604710856268,
+            1.2051495052535608,
+            10.858616005649605,
+            3.334281798314064,
+            9.693085875418753,
+            10.585051457906117,
+            6.409920119015521,
+            2.9309626236118356
            ]
           }
          ],
@@ -2866,495 +2849,495 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 44.4%",
+           "label": "PC1: 47.5%",
            "values": [
-            23.75110565724524,
-            14.322028315840143,
-            24.19870228150203,
-            16.66877542544105,
-            19.326898410904015,
-            16.028888207296607,
-            23.10289940356126,
-            23.367599731697,
-            19.391412860148883,
-            25.84302273251005,
-            25.982968934845996,
-            18.33542013861662,
-            28.076275982535215,
-            26.324208003380782,
-            25.0654436941784,
-            17.743013142997324,
-            22.231937878191737,
-            16.386639030872637,
-            28.27541862511292,
-            14.988851208839119,
-            17.980055203984985,
-            16.506508380303174,
-            16.272063679102217,
-            25.826521108335246,
-            24.084289268329712,
-            25.61615596573362,
-            16.21721681797106,
-            18.696563599897427,
-            15.954870854755669,
-            19.058377741005675,
-            21.51299437250937,
-            26.427841287625185,
-            25.278407937036143,
-            16.459775325495837,
-            18.43807914928853,
-            20.87829294431268,
-            16.962115290165002,
-            21.2759871665478,
-            28.42965002457402,
-            11.321749016258952,
-            17.834987985817776,
-            26.174005288920696,
-            25.741084060126823,
-            17.032604984044674,
-            13.03581904258421,
-            21.25575911249913,
-            19.446043365592956,
-            13.341856485901886,
-            19.561235197600432,
-            19.54577981248739,
-            15.406482271024414,
-            11.145819650953666,
-            16.970356954674017,
-            21.638218215947532,
-            21.960050105516228,
-            25.440344658559546,
-            21.517619790117664,
-            13.713833352596552,
-            19.540758434487845,
-            14.682548689289408,
-            21.196931347077612,
-            19.88356657325114,
-            14.201828314872856,
-            14.789181562334445,
-            19.031030546790102,
-            21.896680263795908,
-            23.752003145258605,
-            20.124675255264336,
-            16.847165894383668,
-            18.84424052948902,
-            18.39792388186547,
-            15.033723243458939,
-            18.15846135153694,
-            11.140573625038563,
-            13.969244768639303,
-            -1.8018137105633167,
-            18.15694789748288,
-            20.958090290263954,
-            20.89342607737699,
-            26.078245953047787,
-            28.149079883037526,
-            21.625011307886425,
-            20.757725829902817,
-            21.182010489173813,
-            20.80917750541409,
-            24.089827596106293,
-            25.741302074546184,
-            21.08470946759239,
-            23.762997638449818,
-            26.303434490536297,
-            23.531367191067595
+            24.751853983322235,
+            15.587660804735872,
+            33.43697957598767,
+            30.451423646322986,
+            42.14593828619307,
+            -2.507836317444275,
+            28.263287218935652,
+            48.92923024552286,
+            32.114419898930386,
+            33.81273688846687,
+            25.996305150872494,
+            19.56867657499751,
+            31.249673081010677,
+            38.40705730534994,
+            20.778211155524897,
+            22.170270300489562,
+            37.952867906568656,
+            20.95795403331691,
+            12.135485001716852,
+            27.657656224013245,
+            29.76612541479173,
+            2.8647986530628446,
+            21.941220876360944,
+            39.974223382959714,
+            24.84829545539217,
+            47.176802765377005,
+            1.146855685116884,
+            5.2342001746815345,
+            -0.4611653801647419,
+            5.397993766494913,
+            -6.078918150053347,
+            40.61119186087626,
+            40.06885536853598,
+            1.4473449441881265,
+            -2.1175070472568223,
+            -2.7066477061798446,
+            -0.7763820328355976,
+            -3.9803886582853107,
+            28.390706693834293,
+            -9.827428106781635,
+            49.348009576897056,
+            45.38966239030468,
+            43.736935975964315,
+            39.72324455577036,
+            -5.03901017159399,
+            43.50747072527219,
+            -3.2357334459880254,
+            -9.804213256135691,
+            -0.7326417539495849,
+            -9.024217498226001,
+            -19.477065558129695,
+            -16.613874804727345,
+            -5.8993890867743035,
+            27.636349232718324,
+            34.44604710374033,
+            28.263269584667846,
+            15.712363658218495,
+            -6.339754049366524,
+            -2.898806840473262,
+            -11.898441307099574,
+            -10.934457600703881,
+            32.52942268960408,
+            -7.3408504915566,
+            23.157100320319223,
+            18.862079063710354,
+            39.234651993033964,
+            32.455731586523946,
+            -2.0368325848355404,
+            -5.860106303011044,
+            31.195987565144584,
+            11.697756505306632,
+            2.7581205381073755,
+            21.5312067830802,
+            -5.108116462269416,
+            -0.8154826762337133,
+            -12.015640636281127,
+            23.052524385140472,
+            27.088990793654496,
+            26.317658700441687,
+            -0.35259995129259253,
+            36.832408782694124,
+            33.0367043942369,
+            32.946989276180005,
+            35.20861638885059,
+            23.715958387361,
+            8.808839898160329,
+            17.929950773302323,
+            -8.632353548058113,
+            22.655183809979093,
+            32.166243068475815,
+            15.545974690822742
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 19.6%",
+           "label": "PC2: 20.8%",
            "values": [
-            -8.804772347189626,
-            0.12611296732409769,
-            -8.83651859018781,
-            -8.859666764530232,
-            -4.407311604031676,
-            6.015268410493691,
-            -3.215844558668181,
-            -4.058224095570281,
-            -6.916112397888014,
-            -9.603943699125992,
-            -5.139938286603443,
-            3.9295833826921918,
-            -11.653060341961083,
-            -8.271516891902703,
-            -7.5749507184726825,
-            -1.9287305557212218,
-            -4.286591947137925,
-            -6.9182110100945575,
-            -5.904990022461607,
-            -7.000450082973784,
-            -7.57128653627603,
-            -0.805384228946353,
-            -0.7093593360360106,
-            -8.360145300476427,
-            -12.4139504089989,
-            -12.42567014908429,
-            -15.071127400745695,
-            -12.152836910293534,
-            -12.924875000212058,
-            -16.023820597569543,
-            -11.245422772478207,
-            -13.696286178030746,
-            -13.077634442379857,
-            -16.45018373818308,
-            -9.354164873364066,
-            -9.728081973678892,
-            -6.819918596368263,
-            -7.428964410576606,
-            -15.244957291957506,
-            -14.713557305760009,
-            -5.427452878492797,
-            -11.82584571329056,
-            -11.778747319841072,
-            -4.495621748873798,
-            -8.144088672894167,
-            -12.23409558469896,
-            -12.491559155030563,
-            -13.666585622774772,
-            -10.02336388801459,
-            -6.351906537940556,
-            -7.62440187134324,
-            -4.938223864716761,
-            -20.618208309782666,
-            -3.15682351024416,
-            -10.316157852268248,
-            -6.7474260120542855,
-            -3.749894738237555,
-            -8.671621758231016,
-            -4.545622315079659,
-            -13.008796290451112,
-            -3.9831926345165884,
-            -11.514058022019768,
-            -12.708162378919672,
-            -1.6432034092490444,
-            -4.170175076447997,
-            -8.136871561222655,
-            -9.029114060300827,
-            -8.414786655644392,
-            -12.583864471143496,
-            -3.003476287500069,
-            -4.857517804353691,
-            -1.9307716177732945,
-            -5.1715174073781425,
-            3.51147362522518,
-            5.012552330278014,
-            1.391383146101818,
-            -6.429953990941283,
-            -3.357563907102994,
-            -1.3795784036420544,
-            -3.7095590979437496,
-            -7.392869497583854,
-            -8.5766334613657,
-            -3.7807858630531994,
-            -5.896582131989757,
-            -9.586271368807832,
-            -0.5355333404447371,
-            -6.817398355143901,
-            6.537440085218526,
-            -12.258602753181101,
-            -9.910580127364446,
-            -8.076878315539172
+            -15.050010609620976,
+            -8.948383640643987,
+            -11.217142384554423,
+            -2.388246112162758,
+            -2.2832172761313014,
+            -17.762429857922527,
+            -14.130917291332596,
+            -3.2696766590160635,
+            -5.308498717311911,
+            -12.769897732525228,
+            -17.709662888987715,
+            -10.762561569358216,
+            -14.73744195999258,
+            -11.720498464700935,
+            -17.38144566457745,
+            -9.058700350293513,
+            -6.982085443116096,
+            -6.289406631368127,
+            -25.327139972240026,
+            -2.322348370949158,
+            -4.02669303383549,
+            -14.646655657066237,
+            -6.537955911946254,
+            -8.67389488835892,
+            -14.213276945553353,
+            -4.832469436362253,
+            -14.231930962350305,
+            -14.695393122666843,
+            -15.07992964715585,
+            -15.041948112776744,
+            -23.166101538616687,
+            -9.248429459414602,
+            -8.963173709784563,
+            -14.186962284155168,
+            -17.77448964413949,
+            -20.746334543366853,
+            -16.416215915777695,
+            -22.15037630963338,
+            -19.49610736903238,
+            -14.408966697183775,
+            1.2297088691360802,
+            -7.18409473402385,
+            -7.4457996712058865,
+            -0.6943698323699955,
+            -13.940407836095892,
+            -1.8318992395470395,
+            -19.710373826615786,
+            -16.51211090275385,
+            -20.73777848800294,
+            -22.80424560495404,
+            -23.392037152514227,
+            -19.30979069889949,
+            -18.38877229326181,
+            -9.753263820855835,
+            -7.883741803410681,
+            -14.335505858900218,
+            -15.311912239282112,
+            -14.775420150475426,
+            -28.44923564808225,
+            -20.632118905651506,
+            -26.529424719132003,
+            -5.242523079358491,
+            -16.29295587772043,
+            -5.024418268345007,
+            -12.463455235148091,
+            -5.717150342175788,
+            -10.055280377493773,
+            -21.52604770820633,
+            -18.626669481034803,
+            -5.59425794089967,
+            -13.078618087210005,
+            -15.404376442070728,
+            -8.67671178061761,
+            -14.574377075625101,
+            -15.314022817908473,
+            -3.7968210857381233,
+            -7.574976824597872,
+            -9.232776836938248,
+            -10.578130769779065,
+            -25.674670859719704,
+            -12.272392980651285,
+            -6.810437331484833,
+            -8.819496232727548,
+            -7.829186466780744,
+            -10.550039638541975,
+            -21.110881490834164,
+            -17.203273711298312,
+            -24.1131522467631,
+            -15.687898975695948,
+            -15.207809663137766,
+            -17.01194073028037
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 6.4%",
+           "label": "PC3: 11.5%",
            "values": [
-            -4.502578975533359,
-            -7.566983749339649,
-            1.9344802953870932,
-            2.546639032553388,
-            -5.466201607394865,
-            -6.188046065078826,
-            -9.76176876625977,
-            -3.292314743903346,
-            -7.096997243640784,
-            -0.6685496822797827,
-            -3.4264561460270877,
-            -7.099213877881745,
-            6.007792480983992,
-            -1.95570817791728,
-            -2.4573365008070143,
-            -11.010191822279577,
-            -0.8034928460976594,
-            2.3574543368963323,
-            -2.7647463157782286,
-            -7.188416040499128,
-            0.9378484385826871,
-            -0.5387943699313409,
-            -6.394289496917189,
-            6.453347160869805,
-            4.3644221250057225,
-            8.81460090067186,
-            1.5696007656704631,
-            3.629254098575266,
-            -3.609392292417441,
-            4.7048972504781785,
-            -3.3874249219127073,
-            3.268832474117239,
-            3.2634893117411266,
-            3.2045192364315365,
-            2.5254452762591253,
-            -1.1964290456483078,
-            -2.7447796929074535,
-            -5.715557174833307,
-            4.186327285112744,
-            -5.324638142540309,
-            -4.299794779524179,
-            2.8283276588701973,
-            3.3865029274798313,
-            -8.806741994048704,
-            -1.6575576690955773,
-            4.647317724886948,
-            1.9007074798123071,
-            -6.785664831996828,
-            -6.265735519774147,
-            -7.175811449333064,
-            -8.455624926950659,
-            -3.0619273928571955,
-            -3.924432605197506,
-            2.110875514825002,
-            -5.570326540980256,
-            -3.917476922035218,
-            -8.151271079562687,
-            0.10275835249026849,
-            -6.780366867452157,
-            -2.2646738372170527,
-            -2.3973369595907936,
-            0.5343028294558446,
-            -2.4411922437679565,
-            -6.831622542426625,
-            -4.919933447782691,
-            -0.9359179558450758,
-            0.5750298747435657,
-            -3.0766408963021092,
-            0.45836891724257833,
-            -1.8047781326967232,
-            -5.902922300568403,
-            -9.020948327173958,
-            1.7154304054484903,
-            -6.722768086634483,
-            -4.724879151612201,
-            6.863253831736474,
-            2.6833013457146757,
-            -3.266251176610305,
-            -6.476973873958226,
-            3.9675662220882044,
-            8.694177866627573,
-            2.8089850440748263,
-            -12.46929321532211,
-            -9.617901395655728,
-            3.8759700857590813,
-            -3.787422052459241,
-            5.463099188313642,
-            -2.3077784257994782,
-            -6.5008468550259675,
-            -6.618039168476477,
-            -6.070477017483836
+            -10.485379544733622,
+            -1.2925241488712222,
+            -10.167318779082676,
+            -8.353918788349233,
+            -5.043369222218283,
+            4.3348104989539005,
+            -6.223044135695025,
+            -4.138673559660689,
+            -7.149648349015569,
+            -11.362118042779027,
+            -7.221782252875226,
+            3.7009231146772192,
+            -12.864099219229175,
+            -10.217275086094695,
+            -9.421055344500498,
+            -2.3377729745420517,
+            -5.370377617031277,
+            -6.379078614762234,
+            -8.63223632047298,
+            -6.116772536057998,
+            -7.029437257630113,
+            -1.6917131323801295,
+            -0.19828048710071877,
+            -9.179774686582949,
+            -14.211133519673435,
+            -12.741287580939728,
+            -13.714585249994709,
+            -11.123484356188515,
+            -12.954049809548525,
+            -15.074021754804123,
+            -11.377758992986134,
+            -14.612036285629266,
+            -13.973269656609887,
+            -15.10272475978337,
+            -8.950957825274154,
+            -10.270670305799158,
+            -7.023352479416372,
+            -8.580899333334697,
+            -19.120831085201658,
+            -13.699312923745602,
+            -6.4111900228995555,
+            -12.338790761017272,
+            -12.182586719857504,
+            -4.004907859587313,
+            -7.550394047146933,
+            -11.892794667522733,
+            -12.017800111083638,
+            -13.315047104374479,
+            -10.739214478731022,
+            -6.358544090685019,
+            -8.991780595808887,
+            -5.908527368856985,
+            -20.961346606887965,
+            -3.395899768605622,
+            -11.007397320705211,
+            -8.358649259130136,
+            -4.088626719369239,
+            -8.902340699964972,
+            -11.134572555061474,
+            -15.19151885300144,
+            -6.51521476580178,
+            -11.597561832004278,
+            -11.506747744007143,
+            -0.8695488250529608,
+            -5.211501713051933,
+            -8.608883595123375,
+            -9.91836469397241,
+            -11.224355740889758,
+            -12.059203069193659,
+            -3.0479078439052323,
+            -4.723138219891739,
+            -3.746187910874376,
+            -5.568254658522671,
+            3.165901576597374,
+            4.531607472549871,
+            1.3322133647699301,
+            -6.743704601794499,
+            -3.8759653297319714,
+            -0.861264833697635,
+            -5.482891372825337,
+            -8.972084631861929,
+            -8.938277352462181,
+            -5.595886679063026,
+            -7.664825877644247,
+            -10.330986441942237,
+            -2.362770377473523,
+            -8.218350291600025,
+            4.264710612448693,
+            -14.80332439533774,
+            -12.553520644672469,
+            -9.744349860331145
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 4.3%",
+           "label": "PC4: 3.7%",
            "values": [
-            2.4189833844941537,
-            -7.933867586564627,
-            4.67838486816265,
-            2.7516043382004756,
-            -2.261753290851034,
-            -8.690637485020646,
-            -3.0741681858777925,
-            -0.5603980661805058,
-            -6.462589591873806,
-            4.979912461935934,
-            3.700311349105574,
-            -6.944380275476744,
-            4.113034491465319,
-            4.228202799347036,
-            8.32136374258012,
-            -5.8742605283990175,
-            3.8574406966133967,
-            1.2433368507278095,
-            4.324334321428512,
-            -8.334186678121654,
-            4.284439395451718,
-            0.10953282854102586,
-            -6.1123565704750185,
-            6.8844635972949915,
-            7.088033418739075,
-            6.7158124053077275,
-            2.8199369954834475,
-            1.0958161128618418,
-            -3.074291730493877,
-            4.399828306824283,
-            -0.8333912506713761,
-            1.2324186659011054,
-            5.803548773041896,
-            2.657108087368794,
-            0.974406548248435,
-            -1.5457184570451503,
-            0.591531414188112,
-            -2.26525274594123,
-            6.178492002039036,
-            -3.0058383687782317,
-            4.842475252621064,
-            5.069254294119186,
-            6.21061508951048,
-            -4.170668983661663,
-            -0.2902126449459262,
-            5.679441136023085,
-            2.60536462266209,
-            -0.7988919278485883,
-            3.240029160006948,
-            -2.9239828429088486,
-            -0.06379373519361353,
-            7.005378954955237,
-            1.5954099922102505,
-            7.916075318265888,
-            -2.8749666709766935,
-            5.554835341655426,
-            -2.8750703540931104,
-            -0.9481942926530862,
-            11.251528924623216,
-            10.79045877970119,
-            6.180054940260417,
-            4.943262381654614,
-            1.9830658662605611,
-            -2.7473391179290374,
-            5.351855181674817,
-            1.9493599410491926,
-            6.149093201739125,
-            3.1283351289472883,
-            4.531110722512329,
-            -6.32602442451808,
-            -1.5806549333038782,
-            -7.106698764225739,
-            5.698742046090197,
-            3.203756942460685,
-            -7.924711925119826,
-            -6.823645435268168,
-            5.631788606247902,
-            -5.0613911560633085,
-            -4.818541810766857,
-            2.8799526340713077,
-            4.815760831273391,
-            4.198050270868248,
-            -2.0925300062924075,
-            -7.852321908330172,
-            8.435865892604312,
-            -2.6309443301918836,
-            6.629144270919462,
-            -2.1794067075608137,
-            -1.8418526875094712,
-            -2.700689771083093,
-            -3.1516631414189487
+            2.6878867484161044,
+            9.258755097786773,
+            -3.245711750574502,
+            -0.8405924511173339,
+            6.978193051447601,
+            7.473460154949538,
+            8.627092474043257,
+            5.260840959120671,
+            9.997803536986009,
+            -0.5773614794871476,
+            1.1217459483722487,
+            8.859889698777504,
+            -6.310421644551971,
+            0.9912629092436005,
+            -0.3743055215324902,
+            12.421977126913708,
+            0.4673585256697598,
+            -1.0981741325676053,
+            -0.5335200005890196,
+            10.785522620807486,
+            0.375006280634132,
+            0.782316101132541,
+            9.056870070061429,
+            -6.792348577027001,
+            -6.742075752038133,
+            -8.314301283899269,
+            -2.5796801353301855,
+            -3.530619320113548,
+            3.8609930183740646,
+            -5.213141717673603,
+            2.0199444864525944,
+            -2.600876902102379,
+            -4.159311386319089,
+            -4.143378246813569,
+            -3.1234542561951315,
+            0.3276676461138494,
+            1.9183263447603065,
+            4.686697445779434,
+            -8.864295298911191,
+            4.40960255457315,
+            4.581897998911781,
+            -2.595106290911401,
+            -3.7362241759416754,
+            11.553024081272962,
+            0.8731247598220586,
+            -3.644735481977717,
+            -2.9866433104176346,
+            5.656186995142129,
+            3.653468762213681,
+            6.383942262111685,
+            5.168033291790691,
+            -1.3069577803208614,
+            2.455380821506317,
+            -2.4809423361829657,
+            6.944454577080505,
+            2.484610430879321,
+            8.354284355799676,
+            -0.3962999976579716,
+            -2.6667750344245307,
+            -4.2493315819221,
+            -1.7128868472862697,
+            0.16499634131064356,
+            0.6968908411370165,
+            8.662016177577522,
+            3.055507643378361,
+            1.4134917076173994,
+            -1.1129559392411148,
+            -0.33338429056155605,
+            -2.9573960529270242,
+            4.622184432477999,
+            6.482265675379049,
+            9.772950623935625,
+            -2.2203547349160413,
+            4.98522638973518,
+            5.983980632474555,
+            -4.2652538241442235,
+            -2.65410707138405,
+            5.425664402817246,
+            8.268970174143856,
+            -6.011505425966536,
+            -8.901767525203752,
+            -1.9410331595179258,
+            12.681678249295075,
+            11.640570528973829,
+            -4.855795200805452,
+            3.125620064192105,
+            -6.6371969704662055,
+            1.7829626289008669,
+            5.560716516224406,
+            5.9097382941370205,
+            6.281935042118487
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 4.1%",
+           "label": "PC5: 2.4%",
            "values": [
-            2.137809967080481,
-            11.62483895454584,
-            4.965888208437154,
-            2.742667886001337,
-            6.253834558040233,
-            4.916700850253399,
-            7.366606966011671,
-            6.872825854309317,
-            3.67339420577236,
-            6.526089258354867,
-            9.15922711385399,
-            -0.6871959057888792,
-            4.34375823443145,
-            8.265640964118264,
-            4.507889875995791,
-            0.13378933249869585,
-            11.33064947210335,
-            3.8580951789940428,
-            -0.5662694067072089,
-            -4.952874013488297,
-            0.44448596151165254,
-            6.512656395037128,
-            -2.221343381530472,
-            4.578584910120751,
-            0.9240578604835219,
-            4.39655256878218,
-            -2.2023322053734296,
-            -2.187097999641927,
-            5.7129124910238245,
-            -3.8966378916219653,
-            -0.9891805236851976,
-            1.820802103468625,
-            1.2387801015239364,
-            -1.9654263929679865,
-            -1.5126937453180092,
-            0.3819485793712203,
-            3.8673072877969803,
-            3.053441920384924,
-            4.751040790872938,
-            -1.102847897706489,
-            11.440861438631625,
-            2.928968830595677,
-            3.3343520978704966,
-            -0.9888268191726959,
-            0.7021031397388202,
-            1.838745120663285,
-            -0.9135842055662288,
-            3.516140601178121,
-            -1.3078471301088344,
-            -5.804192352039123,
-            2.3792615303448823,
-            -3.480411411738516,
-            3.691329855807127,
-            1.6725173592468408,
-            2.2880850302493365,
-            6.730039064175665,
-            -3.3310190810372813,
-            5.220016521488272,
-            5.557372773022285,
-            4.301536992594885,
-            -0.26010280217168624,
-            6.618396381778686,
-            -2.2677844397120968,
-            -0.9658365713855617,
-            1.1256642903272112,
-            6.193302153633052,
-            6.6541433741188385,
-            -2.107761963852562,
-            -2.128446527438801,
-            -1.5132472569181568,
-            -2.6393991364499225,
-            12.237758350527244,
-            5.255338760194468,
-            3.293473043675267,
-            6.108782294014787,
-            0.6514228587086544,
-            4.949697622500486,
-            -1.8916800087289636,
-            -4.802029505741472,
-            -0.0751077900754249,
-            6.1337929433956715,
-            4.153868124900406,
-            7.423162050626999,
-            3.350432421364726,
-            1.468796554823334,
-            -0.32628354228787604,
-            5.32448595300229,
-            -2.7457036493226443,
-            4.010223498855424,
-            4.353346217848459,
-            4.372543825493868
+            -0.8635388212001286,
+            10.818335180870555,
+            -1.6821458193868817,
+            -3.2340812488219335,
+            1.2219826904505677,
+            10.205184488643962,
+            3.8279883252509483,
+            -0.21226210680652025,
+            2.571303453943644,
+            -2.513680601479859,
+            0.6402705050721103,
+            3.6673116308428466,
+            -1.3951279370317216,
+            -2.4488175502644136,
+            -5.852244757148701,
+            1.9176072559333148,
+            -0.7826206278089308,
+            -0.5761327364010568,
+            -2.6637841257643404,
+            2.076942418130269,
+            -6.6870474326927045,
+            2.1121302976746037,
+            0.6668151598042071,
+            -5.1378794402948,
+            -4.834494015539072,
+            -4.908936851604657,
+            -1.6429414314586572,
+            -0.7333706504820303,
+            5.253245592669176,
+            -3.7491613149758125,
+            1.7909529871630336,
+            -0.8867738509937214,
+            -4.698818549447399,
+            -1.0057658646060346,
+            0.907504585160053,
+            3.634312104758009,
+            1.5607248829214813,
+            4.294827785594383,
+            -0.8265820046766559,
+            3.1535656556931864,
+            -3.470114182417819,
+            -4.736527617955065,
+            -4.881017937570172,
+            -1.3186543109487312,
+            1.8592611915823363,
+            -5.924407129089184,
+            0.34982290754207424,
+            2.6568263165907515,
+            -1.909628706811136,
+            1.6345361782016488,
+            1.2012085532318997,
+            -5.288020176164524,
+            1.067838363371895,
+            -8.347754580800268,
+            1.1092703053486481,
+            -4.374653480337778,
+            -0.38515433931434373,
+            2.920956174559148,
+            -5.7964046743674915,
+            -6.810649610072145,
+            -3.713918617440927,
+            -5.110338466531379,
+            -0.8694549954351029,
+            -0.6678850704210477,
+            -5.819598292472161,
+            -0.7974541495695396,
+            -4.7025983084187475,
+            -3.7424341949712012,
+            -1.355698429799175,
+            2.376517567602918,
+            -1.0683722945507632,
+            10.925964306137672,
+            -3.7383464326297458,
+            -1.5982462950624223,
+            11.553200127267644,
+            8.04319214697215,
+            -4.779218704725698,
+            0.5660734575606894,
+            0.6919853865978223,
+            1.8331795651427947,
+            -1.6729740901553458,
+            -4.3461462691245245,
+            1.1297481934713067,
+            4.702107743193173,
+            -7.856534306277833,
+            2.4738813948631124,
+            -3.0155074310882695,
+            1.7975020385814913,
+            2.3984692920573902,
+            3.517017164298858,
+            3.3616642515883357
            ]
           }
          ],
@@ -4199,9 +4182,9 @@
        }
       },
       "text/html": [
-       "<div>                            <div id=\"3fd5eec1-e3a1-4dfb-84aa-ef2789f90938\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"3fd5eec1-e3a1-4dfb-84aa-ef2789f90938\")) {                    Plotly.newPlot(                        \"3fd5eec1-e3a1-4dfb-84aa-ef2789f90938\",                        [{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 44.4%\",\"values\":[-13.485832256179549,-7.189660331361448,-8.220685644381215,-7.701462642766967,-16.37611215549606,-23.99375797890234,-26.467940888996168,-16.28857376527097,-15.841271945940584,-16.407094138131175,-26.280660971436106,-18.53378351829238,-16.400625407528892,-14.959303899657753,-11.03427444875975,-16.889173519434113,-14.377944949905272,-25.852894720513063,-17.20224794162716,-21.282801445451913,-16.78254565038487,-13.899368208850296,-14.680034759215923,-14.496280572153593,-15.529024962946355,-10.941373809405682,-8.407487791598685,-18.95976747480897,-7.074122575028374,-10.595129173402064,-8.463547103212836,-18.78662441569911,-15.81044447267235,-12.113259288430468,-17.36159382192693,-19.37463615462794,-3.8289441534588,-10.312421109445435,-9.626036346156582,-21.934972165157962,-18.59856974463521,-13.22099217502711,-14.320925643547273,-5.923269316442223,-7.061313469262377,-3.944701989289313,-9.660898418114465,-7.30470371173166,-15.045090296895768,-11.151110773281282,-15.85856124287331,-23.449157581782252,-21.934625052416557,4.066203823304633,6.007786962489893,8.740962758176043,-17.61632376519237,-17.356640316302375,-17.607345920326576,-17.464077582763927,-13.729716317213825,-14.321895155355548,-20.200658317368948,-18.301900411654596,-17.094465967375648,-8.889052754642023,-11.732913064889617,-9.580262710676497,-23.522103260833653,-18.56301451932344,-18.1767034128914,-15.852530267493968,-17.195105335603532,-18.717062349017088,-19.801178815721492,-25.689092615441574,-17.037977843590106,-14.861687134223686,-17.99023702861699,-11.688657323453327,-16.37210610842098,-9.077776287571403,-22.4265504030788,-20.85288357145655,-9.60322186256329,-1.4732543991182947,-15.307086382884584,-11.633202819032437,-14.635737944705212,-13.32997701552544,-7.766076540815828,-12.543719419070282,-0.3109307674765721,-13.481402222022238,4.3933382334141,-15.57726217020302,-3.9803706813807342,-0.5768948953929787,-14.42036129924054,-0.69306316377745,-10.239768666708358,-10.40307891080748,-6.426077760318902,-16.59075314499131,-6.322104203358188,-13.220900565034007,-21.86440745984765,-4.795233681818559,-1.5929444362755567,-9.8829889445808,-8.566361446044263,-6.064387387185558,-1.9365678308328782,-3.919382926029635,-2.56990998963255,2.4472241108761716,9.930199407043888,-11.743594278342732,-6.218438031622158,-14.68541324560725,-12.981932255677755]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.6%\",\"values\":[0.8561162604169961,-2.4223467420639695,4.5029932245386135,-2.2370775519136727,0.39960131249443775,9.334022350116772,16.90855951675804,2.4874644565033326,10.005882515533411,7.955126680884188,3.7365730262662424,3.302780339323917,12.062114315565086,8.534077957709297,-0.8019748447172431,3.981480948773354,-1.0315849598370486,14.499538694182583,8.521195095144902,-0.5120749757691874,10.611826692358296,0.6850774843587853,-0.5854356717545519,1.5127650910848076,2.043678550170685,-0.16926230608579454,0.3749895917357164,10.298507921039093,-11.24191020263385,-2.6153135686199063,-7.459968983820739,-0.10017948308922842,-0.27109033188296683,-0.3578967802001422,2.4326520025177265,4.659847360227568,0.11839958288924213,-6.076967000606706,-1.8923275149873486,7.814081016708776,6.910821898673213,2.6874801851128787,-8.536393364110056,-8.18968108423394,-7.74281569396989,-12.394825321325818,-11.100238815712412,-10.08506169425673,1.4500272344526721,-4.999781245454626,0.6424833109123402,10.626953350987772,6.188736878922587,-10.72204595410615,-7.611869284410833,-8.360238572334763,7.190605442172762,3.437290091499559,6.570770660127417,3.039442008869589,-1.0746137463166685,-0.9270097714770797,-0.3292868221432526,-2.539206775826631,0.5682251827505725,6.521295774209009,2.3197826097652348,-4.357208226805581,10.120253244709069,2.5610687241447465,4.578926113533243,-0.13766157618600028,-0.007592595710827654,4.37977208956866,7.118393215525675,10.138672417431149,9.3017900491864,4.887210957851792,1.9582667318175417,-6.379161313120736,3.8510544846059958,-2.233689625509276,10.858186514642032,4.9792412689143495,-8.012301138712,-3.780667763437834,-2.7342780445085078,-2.0133173177636294,10.919179184841427,2.5223038853853383,-0.6759468640141024,10.53476989250878,10.416251429675,6.8035162361014,3.4893888900867913,10.450300045179995,6.250940359176617,14.523617385086789,7.778940530895499,5.362127181491685,4.279827371556711,1.855097159539953,7.524172129362892,12.409724741461117,6.002245859177169,7.847263113619391,18.35501581617254,4.031347234233916,5.045961006394364,5.567663363457296,6.892388931944794,8.530895336485546,4.44726607084926,5.498825656354592,2.6620116713417774,8.667077697383373,-1.3600484547916223,6.162427467556856,7.4108598213551655,3.391285555966408,7.852393878329946]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 6.4%\",\"values\":[-6.166738079722642,-1.3375025995278627,0.1690607736110435,4.004753160887004,-0.6693655658050464,-2.396844359752764,-5.1791077276404005,-6.427864695263608,-10.021991812554319,-8.290233663131122,-9.085710913511734,-8.95198091543351,-1.4682515479896558,-4.3864152591033605,-6.365761348154896,-3.7807708991708453,-5.1155165392374045,-0.858456737225273,2.943839937010515,-1.4971556284024579,-4.323918082813098,-1.5622622288326173,-0.9090754030528995,-3.5260314444209735,-4.997656807306374,-6.31357055952711,-4.572278805913902,-6.913370000822192,3.187413990300125,0.9831831609475967,-0.7191700131187289,-3.768863796179047,-1.598536425563227,-4.1481902933872306,5.1163197992508795,-1.7088721495472292,2.115285906921837,-4.180469151305479,-3.727996110772291,-1.3063921440608888,1.5347699597820144,1.783905649886031,2.5779406558184754,2.521370921101294,6.46113310688682,4.150877213701727,3.0456570611611316,5.734173290635045,-1.7015310590561121,1.0311940984050956,0.28679524901918363,2.3184969336530483,-4.879212807494051,2.087973734688634,2.0846987679133466,3.7657318446758534,-8.774306231690883,-4.364025301687822,-3.170365214567567,-3.501781645103757,-6.216919510058339,-1.1342769549936127,-5.35070716808923,-3.624849793401306,-3.7813761407087525,-9.880787669972223,-5.784279385325103,1.3319784767344784,-1.9298810748929847,1.236614563595812,-3.2861766595338686,-3.2614777345851116,0.5757218044242872,-2.6522943383917585,-4.334370245576741,-5.64641136878369,-6.68563800046728,-2.7845183962595916,-2.9302203290722693,-0.3397004672350262,-3.5351368679551913,-8.044514103370293,-2.0941927190596807,-5.681455938866785,-3.568401220780091,3.969796057998173,-4.844066926101827,-6.447013972900308,-5.810810536265194,-3.7238350507111595,-8.457034277394065,-14.240541419014527,-8.159432261060843,-8.92197803614776,-3.9302101100294515,-9.452199477659068,-10.863658506972406,0.25280044493809045,-11.542628536155796,-5.6591469459855075,-9.55012778425338,-12.251367843960718,-12.058264649206393,-9.3153162835529,-9.956970094437128,-10.623660695669297,-6.367333898016932,-10.612733210677435,-4.388276526477961,-7.777527695149229,-10.372482789450995,-8.590211450792527,-5.092438515366361,-5.09263568869777,-4.864619225204668,-7.140927505256369,-3.2218509664349386,-9.250014624940304,-11.154802252619024,-10.805218541693339,-6.898529715214668]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.3%\",\"values\":[5.286138116265656,0.8347280209337054,5.0661706580164605,-2.285021833699268,0.3051104885237872,8.183285704758461,0.3516683625917474,10.07979300071462,5.917995845182315,4.922325170052606,7.453634721428179,6.817408914934887,8.163875185549127,4.83120090476416,9.1313425049263,4.19275350983208,4.7046052207074975,8.58485641489457,11.229710809956622,3.225643928217888,5.240283630945653,1.2747528640637558,-0.2976263909272745,6.678409779623292,4.537556647719628,4.497697074515387,0.8662652518696528,2.492716553429145,-1.8400264214742976,1.9686369173473768,-5.1095993957849695,0.4029004377913489,2.287882527236009,8.851262224973365,1.7814969769363727,3.587735153026252,6.206068279452139,9.993881284973266,2.981084538995132,1.1598789348565082,2.9341098512948895,5.493454949773056,0.5553835760874943,-2.9840364943662214,-0.057047825802598595,-1.2180174451816153,0.17167831857068716,-1.8230408537381186,3.9923453594770137,2.8069867532971946,2.8008172491562555,-0.4798477298875349,-0.22475153808421522,5.8126932961483355,7.693804470163312,6.453297874052346,5.712753476247896,9.795424916247562,5.781140551236771,5.446935396778057,3.2179977610007255,2.867599634872446,3.549507135516393,2.072286944238104,1.3605567694987475,6.06247224539427,7.2382431174621225,-1.7265723350666065,2.652748280846904,1.0224725428282442,4.533964090703504,0.8244877749583455,0.9789011769168174,0.3570909006451243,3.427536136619022,-0.5640430841020714,4.717182466103427,2.543964240515866,2.2549199445974764,5.326893788951626,5.476461889993747,8.004097467880678,5.892657544374265,10.679634789369109,7.317952084556444,1.352471754286115,0.3144243422494697,9.485652085115552,2.4646061072998444,0.21632304485268639,10.56049573417922,-10.886487541826977,5.005439764819464,-0.5327155744601211,4.648224722041285,-2.7518714494134127,-0.7019797247818225,-3.0729257818795626,1.3428486407065279,5.010731421000025,-2.3246448509885096,-1.044956960146854,1.1913140799195188,2.0515715542585573,-10.995607434014325,-3.099963760399482,-8.062780736633462,1.1161903060978735,4.746564766490579,4.059439918469084,-7.205610229519513,-5.503653041105264,3.7167913504435965,-0.8599048489508551,1.1892013530415255,1.2048131279049885,1.2479755253900862,-3.143390742512556,3.124246778772246,-3.984764033869591,-0.1664265608196405]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 4.1%\",\"values\":[-2.4861452783656346,-2.0531701682639363,-1.4889855722760361,-3.579637779792084,-1.2006004485577453,-0.17230052988566147,0.6928928581981122,6.252774295878327,3.5586157254281665,4.733048105900042,11.959023429514971,4.453066948147658,1.2963245190093724,3.3299307419953457,-0.2367767323681113,3.353042215343874,1.9258974452500017,5.108636097488058,6.366955666780836,-0.6724810601511486,3.2640778954558973,4.064655079247586,5.365191261257941,2.093483259425731,-1.5941923539194534,2.3326149203127686,0.8518217563866666,3.6787872973074274,-1.1625330174093405,-5.1276284150942075,-2.502152514952267,-2.6584499903674503,-1.8002474411331995,-2.4996607161129005,-4.011249912691172,2.208938653971141,-5.512050563968571,-5.448160038112565,-1.5876515489052467,1.2302398305795164,1.40204744498021,-2.885691614608348,1.1798256909887757,-5.61307298187088,-5.631844692280314,-4.040147608511132,0.022076980967666637,-2.8175796147630283,1.2951901108712027,3.8806693322859047,3.377709024675047,0.47673529517735225,6.858848335135122,-5.948285726428967,-4.958631565919664,-6.410111452460865,-4.179466740555829,2.2140289606175334,0.3819315932512959,2.0996698836941334,0.0886421272027742,1.8963695751560363,4.2975386860789,2.7334524260288777,2.2898776545536554,-5.960792251021213,0.682705337730508,-2.4371567541064696,0.7063148582618624,-0.9962878865793496,5.142068257080279,-0.8855444008491875,-1.0847824034161273,2.0569438442908385,0.014251187560585299,-1.3421485626541485,0.4004970024977341,0.24269974883992768,-0.9802223194920142,-0.869882222561728,7.9199111870326835,1.020005164730848,2.2247417956625677,4.3692478364362355,-2.478634617248172,-3.0653440111010966,0.41913387349734976,0.6192415945168482,-0.5072867958886458,-1.3158520439601245,3.00900220881661,3.057847347317031,-6.551183446620734,-5.811240732383211,-9.21430589978031,-2.1887683732443866,8.159011579157864,-9.753643186678403,0.39649864097801957,-9.552282113732776,-3.135952814999693,-2.0806631289599355,-0.6185734507064029,-3.846760478648113,-6.335295951176651,-0.2154605032416963,-8.568466080463653,-8.888684156703606,-11.173771903168982,-3.765425279331925,-10.874514257724307,-8.382085601257227,-6.499011206687411,-6.558073964837828,-10.122654196309009,-10.729996375089232,-7.36819326257564,-4.474305444066397,-6.043073797030084,-2.0854285856122443,-4.095454521170898]}],\"hovertemplate\":\"color=B_and_plasma_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"B_and_plasma_cells\",\"marker\":{\"color\":\"#636efa\",\"symbol\":\"circle\"},\"name\":\"B_and_plasma_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 44.4%\",\"values\":[-20.551813674779158,-9.544767717560354,-17.426167228543314,-6.659840602250819,-14.812897509156471,-15.71832283234083,-15.513921875320452,-7.229954668858253,-15.627484571664393,-10.941908764413638,-13.125302128791912,-17.342792819125336,-11.954048318059925,-16.821580652173132,-13.656734568748362,-15.19611424055701,-16.52361567515362,-13.080472796424433,-17.02771995356195,-10.358645578343122,-18.07651127075593,-13.620404671353231,-5.479507157392314,-7.15329280046535,-7.75256627870368,-13.491273727613493,-11.724539241000155,-17.94320817911359,-15.002146052874389,-16.562748070454973,-8.509472491091698,-11.705728109036237,-12.39719481685788,-5.820089369604429,-12.145689995494783,-3.575963530646176,-15.156446744411681,-13.918764588770255,-11.90406293801297,-20.060542184963968,-16.051773091515614,-8.956057061177518,-13.26278632374969,-6.8501846699671205,-15.742375816770583,-13.464057604564836,-15.117005083624862,-6.342143155047294,-1.8448745796989314,-10.308977445361148,-19.40843706705318,-20.40082628312905,-18.460312608719004,-13.91128662473593,-17.854942401248742,-11.485493341544723,-16.221124656938553,-14.313007218307533,-7.817987734328634,-9.952729988234978,-15.428328362136469,-16.485466720198694,-23.253861252993794,-20.316884125012436,-12.800678051019073,-17.35924617913138,-18.044399365204452,-15.963002265313884,-21.152982769689444,-17.33418645725673,-19.536108170179105,-23.87200722905647,-15.538815465715842,-17.85069272926797,-13.44926640880557,-12.05836272055138,-13.351363810994627,-12.046649849295601,-11.72783870566339,-10.210305041110699,-17.71725885620981,-9.645934712384992,-6.015872930176605,-14.09531407775435,-7.949464249084485,-15.081355996563229,-18.035799837804028,-8.93829500786745,-15.948122216121476,-20.247174996975005,-18.29015800331421,-19.56196521190069,-19.842408143765937,-6.416463982432232,-15.190419663427562,-11.368213701834357,-11.236392189916664,-16.275320286812676,-10.533078519211845,-1.9886166842605333,-21.15067693739661,-19.731849609611942,-7.123722510967424,-7.647022947006608,-10.194063626157876,-15.465940408633003,-7.899060600242244,-9.023693725454253,-7.761644879091324,-18.888002626506932,-4.8895475413018845,-5.324025011902133,-17.359837127944783,-14.588223756528267,-15.023211661979055,-17.95185155210282,-9.99885635871156,-14.362142250479685,-18.800789089172465]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.6%\",\"values\":[-5.055261238686897,-10.368980635584391,-6.778724050212644,-7.5857337484778276,-11.07799021799466,-11.329449150525154,-9.978012888231738,-2.5151845007808658,-0.3753501538801435,5.003542132117237,-13.799085221407266,-4.8745002116135705,-11.229938525003142,-6.577584652521558,-5.8130863564834865,-10.045593518449683,-10.1006352846101,-9.414571126806345,-7.955089324492347,-5.599932882555965,-2.5013881181004587,-4.112556314986133,-16.661828192849192,-13.27741026082176,-12.232955261278704,-10.323155747135651,-10.42352452249941,-8.830849270632584,-11.791121806686679,-12.096308441728546,-13.965294979032352,-10.594189706542116,-12.995529408774853,-10.160919670900068,-10.150635129360225,-10.241552427652959,-7.208206200859776,-9.325632445155062,-8.220776708141248,-0.7633648518051065,-7.732747433893269,-10.929511058969096,-8.773433161666471,-6.346861754887684,-4.724935015348802,-14.57140560064515,-12.748744041897066,-11.602051378759938,-9.585315040386241,-10.982359405851765,-2.437824160971708,-6.398905922841374,-5.9318436977426,-5.4463448667771885,-5.914506538987021,-11.67145117056804,-4.544352500863849,-5.676631762140762,-9.045292540074264,-7.063942788438395,-6.5892450394068725,-9.299437570495018,-4.02214878897362,-6.4438534524130775,-5.700930114957936,-5.0517669722830485,-5.627224202496761,-3.1088565596636952,-1.8477717065173713,-3.0409239258118577,-3.120155302089816,-2.5503058448268137,-8.888276569715876,-4.798353567852818,-6.0455339258278435,-8.491757052136407,-9.502905361642846,-12.492767922287527,-9.683161385687017,-11.744167399101212,-3.3674123621969203,-8.803401307267624,-10.201887019743282,2.3850816662682934,-12.161000780081677,-7.559700727603461,-8.685353246825569,-6.698221460559605,-6.8504473310176035,-7.276182394073164,-5.694226271859727,-7.728902089651756,-4.3597957765293085,-3.5990325584877647,-7.817845143783346,-9.395165672873127,-7.566526600801241,-4.314013604562922,-10.250247635159036,-6.816477386031551,6.054192056994163,-2.3294477086851364,-9.107328743587143,-13.341464055729372,-11.577043837021087,-4.9973418068879925,-6.525491637166612,-13.530621499615505,-9.915012733652222,-9.217720422101294,-6.440926759056701,0.5255499528685453,4.955571151426233,-4.104666818752437,-4.2331823308392575,-1.96456586350332,0.11015738701636857,-6.729707646877416,-2.8105132718006707]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 6.4%\",\"values\":[-6.029867360298656,5.439564162475868,5.218587140781718,2.9528570949376745,7.2430592636776705,4.483619578706973,6.751087987202602,6.6610565850338705,2.0227956935863554,-6.812154974916103,7.289490989446859,4.668173513330082,7.2938415895870055,6.571510182480987,6.0266956510876275,4.68416318105697,1.8376642646109276,0.8856249129210868,5.534610928997909,7.019037501445563,1.0495491284342573,5.638574580049682,0.6888221286117612,-0.31047884066585574,7.146062688427118,6.4782970607906165,6.116643105296826,2.801237686532411,2.9709311281799793,5.1303238227540415,5.052055861935029,5.118123345085162,7.9035509368676555,6.1082275714308665,4.599778624685311,3.9355464530897364,3.359908022741788,3.3359715184896856,7.2906003196266935,4.5428820248053015,3.622625682392618,7.162907567886217,6.678865789233296,5.850528284182869,7.885472789079309,3.8959243319099355,5.579382464091244,9.08615954022369,1.375956434275212,6.63551437652526,7.60084188866858,4.673939714606172,4.137066871832047,5.092081537246511,3.3883524320772285,0.5188354217078193,4.692317929848135,6.871655443669539,7.852266358913814,6.044673053619832,6.61466102108456,6.098541663523392,1.7228517986203102,-0.2914670547865844,7.84710464471538,5.6922065306256595,3.5091718357909434,5.017741022869586,2.0923175092532538,8.484036786131385,2.9521826765508634,2.5080254568466747,7.222913692515471,5.269946824231893,3.237877525273843,5.408681306293703,1.5341185491949196,5.393120593160274,6.728960670306568,6.5788954493865734,2.7162577528013094,8.004983026361604,8.996306140462806,-1.9549809102378108,3.7377098674436158,5.017255701731625,0.5838411951193149,4.072519032440907,3.98064148572982,0.6333900606728415,1.3877281359432692,3.327630119450344,3.0633438903790493,7.478557055877751,2.3260950288065545,4.446984982375914,5.390604616956967,1.5041363230266271,5.575725681710725,8.879596962719381,-6.930520132561648,-2.9715621829671903,9.480995985019884,8.863545877923649,6.080022245357816,1.6439877472481361,6.499865551885674,7.138032358120009,5.024595877166973,1.6105405674198063,4.070511501293433,-9.96778403874993,-10.575205981555023,0.6044740899271345,-5.7737565683193735,-7.235392632539506,-7.002947224537884,0.9072239972535494,-0.20089249118849117]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.3%\",\"values\":[-1.7093380523758512,0.09599032338844204,5.4525605174797915,3.4917400919571255,-3.27967193692899,-0.778883816588992,-2.18132655644735,-5.519504851453632,0.5148447714101473,8.092566183840232,3.6183395426583838,0.15947966519439205,-3.2542382255614006,-1.2319945658128564,0.18271015282272107,0.7020800285556088,-1.0444484636052993,-1.5556075394770044,-3.7087730066804045,-4.990974085963375,6.712285342362796,4.0731442888167,-8.76466915404012,5.697054042488963,-5.37470403124083,-3.749812621546962,-5.370674336793762,-4.0122623530088495,-4.982992230871824,-1.3084458752185528,0.4471082370797457,-8.034550739868703,-2.0702717489960287,3.344517360379916,4.082384101961465,4.98943947927215,-5.494592166407866,-5.012319598338053,-5.560104220881824,-2.630685607205503,-2.253446499779631,-3.8677024742562924,-3.6845888092559824,-9.900016448455855,3.9866926456906775,-2.4936737169649312,-3.383320669111611,0.23638739757582064,-0.6360866785912416,6.921000580709215,-1.1764459451213376,-1.6588783528080642,-2.5314477985661457,-5.976821364328551,-5.407094434158739,3.23988270200831,-6.028407442502323,-6.9641554144972195,-7.846330702684714,-5.83777532103184,-0.5643005162554686,0.6210669775672066,-4.311650991122458,-5.007370501483165,2.5819464682477418,-5.710012694624786,-0.6077608644987076,-5.8555122750265545,-5.142372172107957,-3.0464906060211843,-3.6075058517071397,-1.0265585611734354,-4.139873618257274,-3.821102137342418,-5.779179985723447,-8.526917877083957,-6.355236712536961,-3.143170074814252,-4.2472343948872675,-4.927466969922358,-5.009089096642809,-8.519774825933233,-5.144372997211256,3.519963437609661,0.19996306780004636,2.164257512138912,-2.8217196441605252,2.1466042221301165,-2.6046246413174665,-1.810919869289092,-1.7049183650149162,3.598377839062336,-1.7553447848088215,4.91851359322054,-1.2444149102602498,7.776927283281749,6.561577258454677,-0.2698131877336707,6.245598300398573,-0.8987280202891114,4.524167802632226,-0.04846604972268431,2.56636764286795,-2.8176428796284405,-4.887428679961217,1.48683844977895,2.228513988598216,1.3402396014247147,0.6811161696745242,-1.2706419858312015,1.1264516569030212,-4.531245080628688,-9.816931562379338,-5.3475465694644,-6.546432350849514,-9.177440725002867,-1.1243059003127407,-10.027957065904955,-4.9745635982659175]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 4.1%\",\"values\":[6.710596447909446,0.5970568885992424,-0.17321167034210005,-3.737234274937504,1.3665803820333011,2.138403874146206,-0.32843966205434316,-0.9496335913790325,-5.120821360087039,-1.1777141168171654,0.5689542361739959,-0.9107120767563571,-0.6716684717890861,-1.017481107711801,0.43793598254874655,-1.5478672443043189,-0.8938112930887954,-0.32332242978060277,0.7605924302361116,4.949126674979402,3.1825796414977305,-1.2832932527513843,1.276801079316142,-2.912457984466773,-0.021295876017900853,2.4746684722557157,1.5514373406586155,3.4522416905971864,2.646895882000664,3.03447349448986,-1.767333293732361,3.236206820142487,1.3629677911821019,-6.081614546151698,0.7284404107813196,-3.2249919171183636,2.038638786769358,1.4071824723036264,-1.6483223353182832,0.6625019505720148,6.107478150464548,0.7887784279990898,1.085897519756674,4.757491788835262,-1.9694608098434874,1.6653358609178848,3.011194722966839,-1.786694326540333,-4.765438558704964,-2.311437813372846,1.5827744932206222,3.4987515173531314,2.0563410739485684,-0.04458894720481742,2.044185262061603,-1.8305684312500563,1.0540111743698313,0.9036495967492537,-3.037123117408295,1.3789182697771079,-1.834406661291009,-1.5735058744464543,7.757958650163909,4.338933305272689,0.8845463225607437,1.8728962441322679,1.271977891647476,0.7995882796080171,4.431874391871772,0.9724814211092737,1.838990632005772,2.602293586665961,3.575434709619539,3.691917339465678,0.2877133844930091,3.7582946798943517,4.655843462032161,2.3531416172503725,-0.8033799351114075,1.0696207082887346,3.3240750506296743,4.432382413754311,-0.720070186803979,2.120017429541488,-1.8883708221766122,-2.4754154629394294,1.1993168716076177,3.3805749568332755,-1.9100579220477953,3.591917336749251,0.6374903616527421,0.16092934461448793,1.3419269966214018,-3.907287685656086,2.0991566124866705,-3.061399630240942,-1.8356615732969073,2.2651936227793534,0.4448793515524565,1.3666633064016798,0.10278287159547084,0.8445665613030517,-5.497837120867603,-2.0217519741826315,0.39640577363088614,0.7027991800267578,0.770203992341153,-1.6005384797703837,1.8504159565114264,3.724475999502161,-5.760816103515116,-6.528370892641591,-1.3593589988975803,0.23471549259364966,-2.315592751794523,2.2194814779561773,-1.329192444367268,-2.778669399268536,-0.9163822926621548]}],\"hovertemplate\":\"color=Dendritic_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Dendritic_cells\",\"marker\":{\"color\":\"#EF553B\",\"symbol\":\"circle\"},\"name\":\"Dendritic_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 44.4%\",\"values\":[11.355871395701506,7.4439480672754526,8.708513388324064,8.350215278868264,2.705936560846243,8.505672477304344,8.522859525927178,10.815153943925022,7.9992473272462234,5.629166362743898,8.76327830318692,12.594794986813461,14.016318086671792,9.322211049709292,11.347088609517776,7.547063033669998,9.31845028815087,5.72681885473889,10.806858750232383,6.713626576813113,17.331134761646155,18.346148776222076,14.367874050306014,11.535994128004983,6.953794389531515,3.7824036230183253,5.848059115660348,15.358148799559313,10.65856120355443,9.395063115184634,3.1972512775491184]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.6%\",\"values\":[-1.0540899754164377,-1.8370082845424471,-2.623645734051482,-1.640435943026054,-4.063608615186265,-1.0748025323877857,-2.5762470778643545,-6.097264568769251,-4.68922583995875,-10.049807861055937,-12.767133486374707,-12.237532025844523,-7.665765471723176,-8.855522117874159,-14.015396076522434,-10.72745150927833,-1.992662337744221,-9.718483666543182,-11.160117669973328,-6.122126063383672,-4.432891859828648,-2.932510154483833,-10.46767606002215,-10.408672036460569,-11.131713791916248,-8.249652796593152,-2.7666549083527125,-2.695066604087557,-1.1473983350808332,-3.470092323931269,-4.475587599303206]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 6.4%\",\"values\":[-5.164618487882344,-8.219003851480348,-8.543015704360213,-11.963586437523848,-5.839939305354767,-7.967374483514306,-3.6078579055929003,-7.381020796857026,-9.392045795029892,-7.122090061637016,-7.282355583332403,-1.4843598330794152,-1.1456350601405003,-4.826288788287725,-4.802781109126219,-3.450535856563665,-10.14945671562835,-7.297745139557369,-8.525134733389454,-4.9058519098477635,-5.337376296819576,-4.68932478978197,-4.058682335292847,-6.975037099680291,-1.206402660583641,-6.441391662583868,-5.124332755235907,-0.049613546560855704,-0.5228230710786075,-7.887022060337104,-8.004150205804073]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.3%\",\"values\":[-4.485032236648996,-6.225378778551022,-3.2409144777186487,-7.892309551785376,-3.317715113797096,-3.814701651670823,-2.4222893188228904,-4.356955675618801,-7.1691361466398575,-1.8829943249950278,-4.51386052679571,-0.33971884772250543,2.2788233549238455,-0.7554829372879082,-1.3816046665007995,1.0569888389698125,-3.1795807687483366,-4.856976300837475,0.3301632766814916,-3.9739602085192294,2.4141116277624683,0.8510092179725719,-5.450737066307868,-0.06407592945660845,4.5942745088601065,-3.833563296912573,-5.111413089730834,-3.3069479404535453,-5.549106907950067,-2.4865265362886104,-6.955905380758418]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 4.1%\",\"values\":[-5.805666805390428,-3.669993435894027,-0.6179830750460518,-0.033415584465015025,-4.758646877594328,-6.05636469889763,-6.345679991162099,-6.070077436827072,-5.374651090529811,-11.774957802485211,-7.634600026349936,-6.681501981110694,-5.714989412289697,-8.453862190083159,-11.072487742149056,-8.57880374702841,-6.7985433163349,-1.8894501131425954,-7.606977079950319,-6.433377478278931,-1.6961695866864193,-4.549586066492648,-0.8054314574407144,-8.194643383400772,-10.516880598115005,-8.349230984417169,-3.2757877815969065,-7.886718968013579,-4.813515149635204,-5.389902226821214,-4.696075008646343]}],\"hovertemplate\":\"color=Endothelial<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Endothelial\",\"marker\":{\"color\":\"#00cc96\",\"symbol\":\"circle\"},\"name\":\"Endothelial\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 44.4%\",\"values\":[4.653020404777198,11.497638045685717,14.734464507121555,-0.4100350956587756,6.020223414453456,12.086474482120337,9.68776915429098,7.988237063952346,7.423842862993961,15.299580489892488,5.776486613600851,5.095099279175322,9.368739330738464,12.302446259416342,9.571900397503288,11.902708521514448,5.558090050355235,12.650193817746825,9.475795228276677,5.39048030730744,16.60154411599718,5.874700956308997,6.625689777969847,-2.4007368569614496,5.602183502528469,1.6986814444153402,1.5500781789868998,12.75527872288334,8.3750609355079,11.786278512089233,12.598444576337748,11.28594654727041,11.403323968381798,10.511142320703337,13.51233295692186,10.152689324628355,10.146465622009016,12.66383950851982,10.71222772113969,7.780198593481105,8.965220314263698,10.249777923242657,20.3862141485515,6.882838127552043,8.298124822460537,11.149470575823278,9.977986076492016,10.590818949591448,9.679307302537797,2.77107205633496,7.726243537169561,7.798745475199722,15.6617433882072,3.93236499376133,1.4796104887589467,19.028181407952385,8.68899200219636,-5.308343319951799,8.159205441855166,0.4155377668702691,8.8696745788795,2.115602043056375,6.461887539272793,7.392815499628561,-4.195662694325296,9.980036166136943,-4.066605373082742,-1.6732077251770672,11.17204387805959,4.0048796927619055,12.733197762631926,5.33759172890709,9.994451125427192,10.653074512622307,9.337258268725925,10.018273839880246,6.646679900231053,17.795833367527937,21.098756161381928,20.72087319738526,3.6346095542286196,6.017833592302608,17.27944460676524,15.175397616221328,12.07011927356902,19.769990065324762,20.386016900088755,10.986147437480948,19.614865763074178,13.37109051756029,10.614925571467698,10.757842543005328,8.939028482721715,6.006995932376667,14.020627559432427,15.564397999755258,14.445484207172456,11.720467975760055,10.795745719154223,9.10379460909672,14.534121713037843,9.472926296971544,16.487317659461908,9.96310935628738,10.873641166417858,10.771584358891129,9.184378684016838]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.6%\",\"values\":[18.198668582154227,11.375837962495535,0.5730709023076921,2.675965131818641,18.05395182790304,7.466213825402848,17.39637514165182,20.545073228208906,5.051929705465863,6.973541824047987,13.312291739837468,9.65967249582384,12.087155366505808,11.861847693931853,22.583723326864,12.499269378003273,26.629833339562445,13.665220117272476,17.18280232574112,26.06476843898563,3.1555335703785845,22.520808842539203,16.476654016562662,27.82569652079505,18.98964850679095,2.3803054440670244,19.754483686401464,19.84314516612576,18.51610716885224,17.976626258130313,17.91640593689983,16.761438750196223,15.906838506624325,12.88894432994218,13.448028593304151,11.740249558560741,22.610825019874433,23.20189873488974,20.492942571669744,19.02832862853667,-2.1086215180843073,4.750852682443172,3.6700401596787455,11.110749610024403,6.403189784407338,12.454529376845901,10.590111041419728,7.5065545127953595,5.625563784989279,18.909874042033398,7.601183518763838,11.641258241251457,-0.11034432784528359,23.991905418427557,19.764164077877986,8.70975171464663,14.907856142234433,19.03065233107317,19.821017341581186,19.64065096914544,20.364293037161605,12.221642564985915,18.189101261284264,18.088319689102377,11.517205031881264,4.372127070659634,13.852018041850197,26.32266567390182,14.59582109819905,21.18436263060186,9.459578503133407,25.56724811035063,18.413630042237212,17.932220631190052,19.342568970964734,13.868970992022913,3.1899453481553763,-2.3375674347325495,1.9225738033649376,7.887558970921839,6.0456527905374315,12.63363221536321,9.09598103946859,11.663111017839395,1.752467425953813,4.568942912128703,2.412979307707007,14.687561655114383,1.8154554082114167,15.641509286678952,17.541066601841713,18.81612660042054,-0.9850729882676131,16.520636419732377,7.2921753731701,17.390361714671137,-1.5392105475118194,12.473848787448379,15.93681475897803,18.68081285558382,5.271033113121639,10.38627348322289,2.6042091404432357,12.788638090448707,11.470839023252086,5.947887370300492,8.357608899501574]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 6.4%\",\"values\":[1.2647536686604064,-5.78228239212509,-3.230906682410448,-6.058868204310862,4.544879710226466,3.0090419035259903,4.657505294007505,5.219417172778742,-4.119521680773903,1.2135028714225324,5.643823692168298,2.0501231822454318,3.976322495536063,0.3066188989968879,7.271823328513857,10.609128906324004,13.998742313760497,5.444844398864821,12.73508871788016,13.241710904406567,2.0194746430339716,9.550889440600788,4.716526297436232,-1.6407306642251702,-1.28495818327203,-3.475219520485723,7.335603991898292,6.791708498264584,2.2370147254097335,2.0140326651082194,6.68460349771199,4.094631548904366,0.6601100367010121,4.060982921201706,4.3832453038434105,0.9019613920431764,9.390061550831227,5.439260220558106,6.493995027440873,3.936981703725838,1.5957890129779677,-2.7598343402321075,1.3489750107363454,-0.45166759763157394,2.131950071492346,1.1573429212620525,-5.261441242673401,-1.1345352846460721,-0.2939081983157565,-0.16036755167618355,-2.7850983760505414,5.0438838149325385,-2.3873845432915166,-2.789672405071806,2.0745630023603656,-3.685785623662178,5.815822840118283,6.923618518703872,6.3933671076827565,-2.9028574951381576,6.418557122445765,0.9850039105168441,0.6867852096365749,-2.522268262992212,-2.8225626449704855,3.9488258086361236,-3.4799791703737486,2.821295319787046,3.503225239805061,2.1593087181761463,9.695145183695999,4.643147957830302,6.074020591862153,5.123018275588663,2.6378178376901653,8.732762148169535,10.53838977343666,0.9399189630723435,6.232110605547339,7.879890263822123,3.4464756499611404,12.904689837267004,5.753871415151137,7.31686595723545,4.258227015810028,1.4188965837857812,5.899415613014558,7.205863149140638,6.809936183529887,7.197723516284601,7.7613863911666865,6.808544043470329,-0.91571873018143,5.441226964669084,3.8627207159230643,9.980136310762003,8.0117313032478,6.696079199678026,14.831563656230509,11.509794944139802,5.871976482945945,-1.5479327710527362,1.821061881803225,-2.986748179814068,1.121385503898183,0.7380309621163785,2.545433294089514]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.3%\",\"values\":[-2.687224788882384,-0.2172673173479358,-3.6346036438420724,-10.996972419212334,-0.6919667531772031,-7.333785690961582,-0.18402428519244865,4.059836922695362,-3.947121513565719,2.56132502412716,9.738688080868368,-8.248154149825087,-4.393778797664732,-5.290472640818853,-0.37947931573741966,3.715193761417551,1.925728358368774,7.0938517398967615,0.5609491250531855,0.8199078830446322,-3.386589401650241,3.238009274051422,-0.8101052137560074,-2.8539506825753738,1.284816194034648,-10.30721378903107,-9.32002120102791,-0.8920728866462637,0.27762082505984564,6.353774931717964,1.7167052578819506,-3.734934994917047,-0.34859984792311716,-1.7611986009733236,2.7738000091941015,1.5389058898605126,0.8181337918576468,-1.3472422599433962,-1.2701123444895626,-2.944228924331707,0.22797710914917987,0.21647277610979088,-0.10227542728934136,7.4019553454164,-1.7553038182496463,-1.5410163216051105,-4.934065059856057,-2.377577711655995,-3.9615563956080053,4.540385574499538,-10.194285067612022,4.34594807163616,-3.8844557833295443,6.400636810758815,-4.17496652570588,-0.8101061682719759,-3.751849480532597,0.5786890630491264,3.7598679172342298,-0.8907165692701782,0.30416404556947474,2.5420968074376527,4.347114185268985,4.731837592975404,-2.378902454981188,-7.045267299069556,-0.08244079282422523,2.622290674536467,-4.17576609608533,0.17356518998910442,-3.4973396381797093,-5.94197493393394,1.64204124486284,-4.741611077085919,-6.038481346520465,-0.33051272402285714,-6.8262437647164935,7.844579224539117,-1.2448389626598977,2.8559604698144825,-1.9969246508343872,1.0422976337374483,-3.3458122725403356,2.8752899102393292,0.08566589314782513,-3.7397443594602198,0.26512654768613464,0.17708770794098183,1.1641473037840697,0.9864044327090562,-1.9101429519763045,-2.426621303290919,1.134471563356599,-2.0222641970309154,-1.6687736514619644,-1.4975710053851272,1.316018667201282,-2.2082054058607707,1.0790451357721489,-3.641868583920856,0.7510638362646226,-10.736586713647451,-2.689153621935637,-6.971258938241375,-9.24945368686592,-5.936804965799169,-1.2199693134571044]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 4.1%\",\"values\":[-3.53247467517671,5.768223536216525,8.125300580187899,6.628823986412913,-6.257484671220999,3.262463113759699,-1.707841660587095,-5.016325920270033,11.533660198985675,0.3300333775747575,-4.650210694822967,3.8696920161672796,8.57457901798913,14.440166818085535,1.5665858917247357,-4.8202440698491165,-1.2271783532642901,-2.33938987576651,-0.2742238881723097,2.6548571664584464,4.16467215490295,-0.4080871350317838,-5.070617110221438,2.16264825242824,2.5351942439411035,2.0040153429394723,1.3282935323819118,-5.1433580079239265,-4.297627400218971,4.689185524475739,-7.413976404898676,-7.988201298996204,-1.9396630078854489,4.283981271662856,-4.830483858094691,-1.3600765148464327,-2.5372273416752433,-3.863188002546731,-6.3327091664374215,-4.841944596029363,-5.723214349993604,-1.0151775382216854,-1.156417566612599,2.8141626070169568,4.72686504323849,1.761689242302201,2.4299615592048696,-0.08356726795610661,5.05518840116812,6.2525507834590925,10.394449892254855,2.374220273935354,0.6537208558057839,5.930424225009034,-1.1792448077262805,1.6761866558250202,0.24743320461828974,3.2910534135165155,-4.2911544082739645,7.015753346628121,-1.850413334505277,9.852042261597411,8.677619309489252,9.95638558425188,7.919403240869292,4.854218475809332,3.2825311184550996,1.1658405763017368,7.4154413137333215,2.2031711083495855,-1.887162455095654,10.13266694167675,-0.7788804712880255,11.314464483589433,7.722434421416114,-4.086655520636034,-7.849750601126885,-10.691719274036075,-4.257430153415374,-6.175094858414248,-1.9209618692668409,-7.554296530637513,1.1513194307196148,0.695036931624119,-4.953646672521905,-5.0326319565392925,-4.826200065701004,-8.343598811890974,-5.257904715866221,-1.9822085861394698,-2.782561944136109,-0.9965504030262511,-6.6542329451740425,-4.107550527615165,-2.2548753118898412,1.3536254232870983,-4.494874860552068,2.3394608210011985,-6.323157970170557,-3.934558840706071,-5.423640814409803,1.3990474148183258,-2.7564737073626606,5.96597948976063,0.5592597589393596,-1.5619367612026733,1.1141846457402496]}],\"hovertemplate\":\"color=Cancer_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Cancer_cells\",\"marker\":{\"color\":\"#ab63fa\",\"symbol\":\"circle\"},\"name\":\"Cancer_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 44.4%\",\"values\":[23.75110565724524,14.322028315840143,24.19870228150203,16.66877542544105,19.326898410904015,16.028888207296607,23.10289940356126,23.367599731697,19.391412860148883,25.84302273251005,25.982968934845996,18.33542013861662,28.076275982535215,26.324208003380782,25.0654436941784,17.743013142997324,22.231937878191737,16.386639030872637,28.27541862511292,14.988851208839119,17.980055203984985,16.506508380303174,16.272063679102217,25.826521108335246,24.084289268329712,25.61615596573362,16.21721681797106,18.696563599897427,15.954870854755669,19.058377741005675,21.51299437250937,26.427841287625185,25.278407937036143,16.459775325495837,18.43807914928853,20.87829294431268,16.962115290165002,21.2759871665478,28.42965002457402,11.321749016258952,17.834987985817776,26.174005288920696,25.741084060126823,17.032604984044674,13.03581904258421,21.25575911249913,19.446043365592956,13.341856485901886,19.561235197600432,19.54577981248739,15.406482271024414,11.145819650953666,16.970356954674017,21.638218215947532,21.960050105516228,25.440344658559546,21.517619790117664,13.713833352596552,19.540758434487845,14.682548689289408,21.196931347077612,19.88356657325114,14.201828314872856,14.789181562334445,19.031030546790102,21.896680263795908,23.752003145258605,20.124675255264336,16.847165894383668,18.84424052948902,18.39792388186547,15.033723243458939,18.15846135153694,11.140573625038563,13.969244768639303,-1.8018137105633167,18.15694789748288,20.958090290263954,20.89342607737699,26.078245953047787,28.149079883037526,21.625011307886425,20.757725829902817,21.182010489173813,20.80917750541409,24.089827596106293,25.741302074546184,21.08470946759239,23.762997638449818,26.303434490536297,23.531367191067595]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.6%\",\"values\":[-8.804772347189626,0.12611296732409769,-8.83651859018781,-8.859666764530232,-4.407311604031676,6.015268410493691,-3.215844558668181,-4.058224095570281,-6.916112397888014,-9.603943699125992,-5.139938286603443,3.9295833826921918,-11.653060341961083,-8.271516891902703,-7.5749507184726825,-1.9287305557212218,-4.286591947137925,-6.9182110100945575,-5.904990022461607,-7.000450082973784,-7.57128653627603,-0.805384228946353,-0.7093593360360106,-8.360145300476427,-12.4139504089989,-12.42567014908429,-15.071127400745695,-12.152836910293534,-12.924875000212058,-16.023820597569543,-11.245422772478207,-13.696286178030746,-13.077634442379857,-16.45018373818308,-9.354164873364066,-9.728081973678892,-6.819918596368263,-7.428964410576606,-15.244957291957506,-14.713557305760009,-5.427452878492797,-11.82584571329056,-11.778747319841072,-4.495621748873798,-8.144088672894167,-12.23409558469896,-12.491559155030563,-13.666585622774772,-10.02336388801459,-6.351906537940556,-7.62440187134324,-4.938223864716761,-20.618208309782666,-3.15682351024416,-10.316157852268248,-6.7474260120542855,-3.749894738237555,-8.671621758231016,-4.545622315079659,-13.008796290451112,-3.9831926345165884,-11.514058022019768,-12.708162378919672,-1.6432034092490444,-4.170175076447997,-8.136871561222655,-9.029114060300827,-8.414786655644392,-12.583864471143496,-3.003476287500069,-4.857517804353691,-1.9307716177732945,-5.1715174073781425,3.51147362522518,5.012552330278014,1.391383146101818,-6.429953990941283,-3.357563907102994,-1.3795784036420544,-3.7095590979437496,-7.392869497583854,-8.5766334613657,-3.7807858630531994,-5.896582131989757,-9.586271368807832,-0.5355333404447371,-6.817398355143901,6.537440085218526,-12.258602753181101,-9.910580127364446,-8.076878315539172]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 6.4%\",\"values\":[-4.502578975533359,-7.566983749339649,1.9344802953870932,2.546639032553388,-5.466201607394865,-6.188046065078826,-9.76176876625977,-3.292314743903346,-7.096997243640784,-0.6685496822797827,-3.4264561460270877,-7.099213877881745,6.007792480983992,-1.95570817791728,-2.4573365008070143,-11.010191822279577,-0.8034928460976594,2.3574543368963323,-2.7647463157782286,-7.188416040499128,0.9378484385826871,-0.5387943699313409,-6.394289496917189,6.453347160869805,4.3644221250057225,8.81460090067186,1.5696007656704631,3.629254098575266,-3.609392292417441,4.7048972504781785,-3.3874249219127073,3.268832474117239,3.2634893117411266,3.2045192364315365,2.5254452762591253,-1.1964290456483078,-2.7447796929074535,-5.715557174833307,4.186327285112744,-5.324638142540309,-4.299794779524179,2.8283276588701973,3.3865029274798313,-8.806741994048704,-1.6575576690955773,4.647317724886948,1.9007074798123071,-6.785664831996828,-6.265735519774147,-7.175811449333064,-8.455624926950659,-3.0619273928571955,-3.924432605197506,2.110875514825002,-5.570326540980256,-3.917476922035218,-8.151271079562687,0.10275835249026849,-6.780366867452157,-2.2646738372170527,-2.3973369595907936,0.5343028294558446,-2.4411922437679565,-6.831622542426625,-4.919933447782691,-0.9359179558450758,0.5750298747435657,-3.0766408963021092,0.45836891724257833,-1.8047781326967232,-5.902922300568403,-9.020948327173958,1.7154304054484903,-6.722768086634483,-4.724879151612201,6.863253831736474,2.6833013457146757,-3.266251176610305,-6.476973873958226,3.9675662220882044,8.694177866627573,2.8089850440748263,-12.46929321532211,-9.617901395655728,3.8759700857590813,-3.787422052459241,5.463099188313642,-2.3077784257994782,-6.5008468550259675,-6.618039168476477,-6.070477017483836]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.3%\",\"values\":[2.4189833844941537,-7.933867586564627,4.67838486816265,2.7516043382004756,-2.261753290851034,-8.690637485020646,-3.0741681858777925,-0.5603980661805058,-6.462589591873806,4.979912461935934,3.700311349105574,-6.944380275476744,4.113034491465319,4.228202799347036,8.32136374258012,-5.8742605283990175,3.8574406966133967,1.2433368507278095,4.324334321428512,-8.334186678121654,4.284439395451718,0.10953282854102586,-6.1123565704750185,6.8844635972949915,7.088033418739075,6.7158124053077275,2.8199369954834475,1.0958161128618418,-3.074291730493877,4.399828306824283,-0.8333912506713761,1.2324186659011054,5.803548773041896,2.657108087368794,0.974406548248435,-1.5457184570451503,0.591531414188112,-2.26525274594123,6.178492002039036,-3.0058383687782317,4.842475252621064,5.069254294119186,6.21061508951048,-4.170668983661663,-0.2902126449459262,5.679441136023085,2.60536462266209,-0.7988919278485883,3.240029160006948,-2.9239828429088486,-0.06379373519361353,7.005378954955237,1.5954099922102505,7.916075318265888,-2.8749666709766935,5.554835341655426,-2.8750703540931104,-0.9481942926530862,11.251528924623216,10.79045877970119,6.180054940260417,4.943262381654614,1.9830658662605611,-2.7473391179290374,5.351855181674817,1.9493599410491926,6.149093201739125,3.1283351289472883,4.531110722512329,-6.32602442451808,-1.5806549333038782,-7.106698764225739,5.698742046090197,3.203756942460685,-7.924711925119826,-6.823645435268168,5.631788606247902,-5.0613911560633085,-4.818541810766857,2.8799526340713077,4.815760831273391,4.198050270868248,-2.0925300062924075,-7.852321908330172,8.435865892604312,-2.6309443301918836,6.629144270919462,-2.1794067075608137,-1.8418526875094712,-2.700689771083093,-3.1516631414189487]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 4.1%\",\"values\":[2.137809967080481,11.62483895454584,4.965888208437154,2.742667886001337,6.253834558040233,4.916700850253399,7.366606966011671,6.872825854309317,3.67339420577236,6.526089258354867,9.15922711385399,-0.6871959057888792,4.34375823443145,8.265640964118264,4.507889875995791,0.13378933249869585,11.33064947210335,3.8580951789940428,-0.5662694067072089,-4.952874013488297,0.44448596151165254,6.512656395037128,-2.221343381530472,4.578584910120751,0.9240578604835219,4.39655256878218,-2.2023322053734296,-2.187097999641927,5.7129124910238245,-3.8966378916219653,-0.9891805236851976,1.820802103468625,1.2387801015239364,-1.9654263929679865,-1.5126937453180092,0.3819485793712203,3.8673072877969803,3.053441920384924,4.751040790872938,-1.102847897706489,11.440861438631625,2.928968830595677,3.3343520978704966,-0.9888268191726959,0.7021031397388202,1.838745120663285,-0.9135842055662288,3.516140601178121,-1.3078471301088344,-5.804192352039123,2.3792615303448823,-3.480411411738516,3.691329855807127,1.6725173592468408,2.2880850302493365,6.730039064175665,-3.3310190810372813,5.220016521488272,5.557372773022285,4.301536992594885,-0.26010280217168624,6.618396381778686,-2.2677844397120968,-0.9658365713855617,1.1256642903272112,6.193302153633052,6.6541433741188385,-2.107761963852562,-2.128446527438801,-1.5132472569181568,-2.6393991364499225,12.237758350527244,5.255338760194468,3.293473043675267,6.108782294014787,0.6514228587086544,4.949697622500486,-1.8916800087289636,-4.802029505741472,-0.0751077900754249,6.1337929433956715,4.153868124900406,7.423162050626999,3.350432421364726,1.468796554823334,-0.32628354228787604,5.32448595300229,-2.7457036493226443,4.010223498855424,4.353346217848459,4.372543825493868]}],\"hovertemplate\":\"color=Fibroblast<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Fibroblast\",\"marker\":{\"color\":\"#FFA15A\",\"symbol\":\"circle\"},\"name\":\"Fibroblast\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"legend\":{\"title\":{\"text\":\"color\"},\"tracegroupgap\":0},\"margin\":{\"t\":60},\"dragmode\":\"select\"},                        {\"responsive\": true}                    ).then(function(){\n",
+       "<div>                            <div id=\"6c9b8a35-2c1f-4bb5-846d-5a62d5150333\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"6c9b8a35-2c1f-4bb5-846d-5a62d5150333\")) {                    Plotly.newPlot(                        \"6c9b8a35-2c1f-4bb5-846d-5a62d5150333\",                        [{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 47.5%\",\"values\":[-23.405071485789577,-6.358646533071624,-21.47877326556576,-14.284474087682689,-17.05612485402341,-26.444945379607447,-29.456185874471732,-23.123743283314614,-28.44288376947837,-28.965567867652354,-36.64216883427268,-25.172835548114122,-23.996008988910965,-27.291685508650872,-26.388448782689757,-21.494563749967774,-16.90079779862726,-39.32441815420083,-17.473301386264687,-44.956740147967395,-36.43369333942272,-26.75024290985081,-36.92799611988089,-34.977286432694584,-39.955904424223775,-25.204830908890777,-26.285362115021577,-42.6961797394253,-28.436682273174135,-27.26529188689216,-26.31144741199928,-17.646969251450688,-8.232837159695483,-31.86686643092187,-41.05463441595903,-27.478575424657173,-17.993429011744976,-26.62491435295084,-18.571176578886575,-34.36170417059826,-32.704597261538375,-22.73321458145331,-27.79215216163531,-23.460131805821923,-18.48792115249764,-18.076455400785953,-26.412091544776622,-21.9106046349995,-16.593508756372508,-13.909160593748776,-23.066884402048128,-24.636979841731147,-24.429273926879787,14.895929511398027,2.313183119022604,13.436366037457088,-25.930888702343005,-28.511202733409448,-20.98481118317867,-17.211828662370163,-15.717504895765948,-24.108432257290566,-33.17263145920526,-17.70708228461414,-22.237916541266102,-31.891810979363292,-19.985226711268968,-19.535587784835144,-27.464507155818627,-15.260234463158437,-20.873737492750607,-22.528640018073325,-18.026310135620044,-21.128331794128954,-16.830961941666686,-25.82895847341902,-24.480634071739424,-20.932546470860288,-15.819063777173653,-21.11079146209979,-16.88927184035722,-18.019283333054066,-29.508887186810114,-28.68924719689743,-25.128219361696253,-23.32099059909808,-24.29072484872169,-19.19689114463043,-23.983651971033215,-14.862903327431237,-16.23340165859908,-10.607276745845157,-3.8146952669059386,-4.223270671176678,-0.7224365629002938,-8.54560204578883,-21.213532495407797,-22.328052894213144,-7.7040533536928235,-11.678778604829706,1.0387662224011711,1.879759620172206,-17.122739979546132,0.9474837037255625,-14.095544486449867,-12.604425615648022,7.633909909494845,12.63185057622852,12.750840834552406,-2.334330826923729,0.8747266335134389,5.270608946635815,1.2428991688636186,3.483571518805679,-0.5176333721895422,-11.174802858365346,-5.292151354367189,-2.742815785179472,6.548110629546938,-0.8121944844904271,-23.471488284506506]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 20.8%\",\"values\":[2.2665502134744218,5.719925531030265,-4.335040460148341,1.3055182722572032,8.979961460425155,13.491090226858894,11.859787075042718,5.255942823073946,0.6484663486799576,1.7787364443692222,7.771080391176243,6.144439096175164,4.026546793115706,3.4427973150380575,-2.37685480721378,6.1381961776057405,6.563707422951167,7.474896248704018,6.30573729441014,-1.0301069483870737,-4.410181733633969,-0.5619413958434696,-5.570940067227339,-2.131814795784415,-3.4131466907543087,-0.35494394235641247,-3.8812088099059148,-4.7844798087891665,-7.226043441139506,-3.060126217067443,-5.36967473914372,12.406111589589688,14.353440086090195,-3.173317310938671,-3.799532468390765,6.574237839311142,-4.571078062345954,-1.1564588018419153,1.5127336530657058,5.1005811856655665,2.350400447885333,2.895292134407224,0.5743945452473662,-4.60996135783193,-0.9160443331901149,-2.601773314894129,-3.5555777868666896,-1.6080587305910545,7.852343868269822,6.109462897618656,3.142674972165832,9.78458227172354,11.575089514424935,5.011318263778712,-3.6174592662225775,-1.513078852600913,6.45403297708784,4.4137756789972284,7.5458482533563895,9.632708161974687,7.2529559779339685,3.5677627994768524,4.735797789307923,10.771443548894784,7.481400938876954,-6.875764923513506,2.3358183312519625,-0.7636729706177134,9.127333864145067,12.314582706484671,9.80859844699558,4.818373793767735,9.58965454541421,9.996489182693223,13.27330220021378,11.960982740945198,5.574107449221239,5.776721096221193,13.856133983180818,0.6624158257371621,9.460037328304312,2.149990263392565,8.043073362548533,5.672034190222722,-1.3830843926728809,-9.831259171875061,4.637787704190683,2.86477518734156,3.152595872188358,8.875886548466228,0.5353506243175579,9.525675640196951,-2.9859166068678835,11.34766461703221,-5.451520494011691,10.865696668276584,-6.961869330330105,-12.27372453087333,11.303177681348561,-5.905989755649421,11.2394556501599,11.707172592236024,-1.7206321504818136,16.831436141987076,-1.547652497689195,5.05940669435363,26.815244270005813,10.124437932935354,6.806863623446443,8.894780079634256,8.603569707862208,7.7002476214880655,1.278518955201383,4.353876712672604,1.6880181601709294,-8.035125590195571,-12.112168918508429,10.858428834225093,8.662133652589663,14.778400506160526,-1.3421215717309163]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 11.5%\",\"values\":[0.7774979633662068,-1.778480959713034,2.286047418542683,-3.0380951122289206,0.4633358927114279,10.994923374887252,16.235850433936736,1.7938319071653877,8.34994965263845,6.9041754143007665,1.6773459690292876,2.0811022807744193,11.201636470667083,8.940420832165842,-1.611751335510876,3.6205802878717632,-1.2881741368947535,14.746245697479573,6.20240018405333,-2.6158487221261053,7.695043568862003,-0.9014132271829983,-3.4910258675672283,0.6878184148894567,1.208619517851326,-0.4019463795530207,0.07055256915742847,7.63735989234649,-13.243278180571743,-3.3578358026760187,-8.885748471696655,1.2723061668680928,1.3636659385938679,-1.1624739073034667,0.48341299226953505,3.786601934525347,0.033246253310940915,-6.213976685653996,-1.8669377140013552,6.902031683645441,5.693547178733034,2.843286031273139,-9.6139548176756,-8.305473942130202,-8.494184088059807,-11.264248415900852,-12.288459513438344,-10.099541685900423,1.4256463720224384,-4.731749178905215,-1.1404849838650186,9.121641418614445,6.394651455019447,-9.68563224268246,-7.045512874636453,-7.514417762771052,8.255134449995056,3.5530083133687835,6.138153813299969,3.062597036272666,-0.9322999700870741,-1.1034391413616116,-0.4709215348856843,-2.305864190821137,0.975179073848702,6.387904206309009,2.381029297044266,-5.467736307459731,8.767666748057259,3.3659698423333264,5.297561067335668,-0.46601751723804224,-0.0052932136759026305,4.935700283012146,8.336810611823207,9.086050711595854,9.337494667588212,5.674119024620143,4.221268062623785,-7.255586076012178,3.820554672321209,-2.4661811949755386,10.615693238538835,2.984156796855946,-7.750575916550185,-4.4294789875260125,-2.825928448573201,-2.1762789865691556,10.787134772287152,4.259337155113618,-1.9579507926965927,12.913037388898989,10.634885831096991,7.9824783652424545,4.077550138802657,10.91347382497435,5.664274854697458,12.266837990947227,9.408793279055075,5.587881477083188,5.815609427414486,3.139908467211643,8.605006938853851,13.802904870072894,5.445524975503995,6.962646908527704,21.897296360282652,5.487311809091462,6.312123138014452,6.807949693722401,8.233519542622762,9.552414689862976,4.860026590804161,5.721550925213059,3.244666805779412,9.641653103406433,-0.38614981714149255,7.598155291987188,8.391941145075261,4.857421028306934,5.253429631428891]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.7%\",\"values\":[3.1826401692446304,1.9296566189620985,-2.9542954306727642,-2.460340411798331,0.4508795840762039,-1.3017830266000479,3.8837166237701357,2.231763432834118,6.88433591817366,6.022683774029025,5.242573250928828,5.9076472693358895,-2.0553784566946742,2.1021778659819073,1.6253644952204525,1.7189613323778297,3.092317637556134,-1.5033384162009917,-8.005512342737742,-0.0672019483941737,2.23156834031062,0.322340360907515,0.3143723052616395,0.7240418151291264,3.363280666305992,5.128432428405003,2.2789506351891426,5.080784943258971,-3.0695067045385453,-2.111340162750656,1.916259798884379,3.582591336738825,2.1392171358509735,0.3605487193704662,-6.054473653578336,0.5586983011339678,-4.343423775231075,-0.6984986126914494,1.4471030628521764,0.41738681197328875,-3.7728179399588635,-3.2394433344612352,-2.92149094556484,-1.566185224454995,-5.211770741797748,-3.601951116306905,-3.277495925366779,-4.417928831512271,0.36984090786330637,-1.544428066974695,-1.7142499599778982,-2.0669179044540784,4.372833084829953,-1.9250921409877964,-3.6352381077877443,-4.466399959389932,5.321587904503085,0.7823823039607516,0.6723943207352197,2.223114792577971,4.845040410357137,0.2637691279805009,3.2806935352535516,2.562128252344918,3.022258576847462,4.988598721400519,2.561425489148026,-1.075810400256458,0.382266465755963,-1.4149623045096869,1.4256152030921956,2.8678945964488873,-0.2946704635425463,3.304226027102087,3.086835147558861,4.234657233512834,4.189064753333236,2.56492142836831,3.264751047508924,-2.217877911113029,1.2416926508956942,3.7818839672517592,-0.4312984539652999,1.9463105970579555,-0.8954872963414318,-4.973984909629433,3.422717574584416,3.1728664020712882,5.090431206518927,3.6485056081026195,2.507281707858244,17.284290066152945,5.787144864603642,8.939124482278345,1.8129891697514997,8.962822078372561,10.586982404745697,-0.527642080772909,10.796621332500152,3.424562594346934,10.055378714888313,12.224263874060512,10.71420398482337,8.083146531967383,11.287114871374069,10.722454633201774,8.476452805393636,11.074705974209015,3.6292321593484327,6.5699514231066845,11.759512095446492,10.145745764851393,4.259797698720348,6.0081483266025195,4.75486788472711,6.222121919195873,1.6461145272156164,9.37900723873106,9.193864004154655,12.08657769153756,5.715237411852698]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 2.4%\",\"values\":[-5.937349576586559,-2.61180073323724,-3.708464518995145,1.0848954673556712,-1.0622695582344583,-6.1322543444619,-1.5220378060188775,-6.92813722805836,-4.894216632375116,-3.781330263032234,-2.8286925867331263,-4.911828215397742,-6.287252514315471,-2.2697902940577355,-7.875441749625418,-3.0245149554158997,-4.486153457200458,-4.982155589155887,-6.080061669459005,-2.8663500179053525,-3.9126102556364053,1.2009701657873424,2.5361055712396756,-4.304732504703958,-4.1912628224998505,-4.119479429115802,0.8785430007903525,-1.8529763414057112,0.9649175918040543,-3.0394439876249217,3.3500796193750424,-2.024969361669802,-3.7824510203919006,-7.741655162094121,-0.3112912495865129,-2.3735655734680696,-6.175634581351242,-8.8470015302684,-2.726101275793987,0.23123131304809985,0.4714507476726094,-4.930749186584007,1.2820359694983117,1.583827529569101,-1.6214389982444801,1.3831904668006545,1.3747794242275369,1.5015445898599036,-3.1943606596966565,-0.44504363802448677,-1.070453381189805,0.7145444114175775,2.21372699001617,-7.614992544249903,-7.623239046199799,-7.605683773686685,-6.5466981220692935,-7.830639973219589,-4.915627212678121,-5.2683115605038235,-4.054620685142051,-0.5775568203479666,-1.0782621875648215,-1.2146284914440117,-0.7205028939301155,-5.706861567528094,-6.639953252318545,0.3091272914397402,-2.0933734064989364,-0.6919117475034107,-1.6688322021735889,-2.26803094775074,-1.3317112107601812,-0.11748839130424887,-3.4998260224022926,-1.072296854502721,-3.9559472348410782,-2.9726419313122436,-2.9623251794524412,-4.608910030826803,-1.2713407775027656,-5.849227424280656,-3.843847051879135,-8.795261474199183,-5.650624147674931,-0.8472132607489257,0.14628982318909678,-8.353349000084643,-3.453882321715335,-1.0058570576509192,-7.017044957602717,9.77021492864288,-6.482369258103667,-5.187160945055929,-5.459123341410842,-0.3829599637602553,2.8601196118021455,1.8075030769549867,-3.316794122603933,-6.824681507811638,-2.1980957804190244,-3.4275128181632333,-1.9069673102628233,-6.2661421262809816,5.5388026869000155,-0.7439650613084502,0.08530146008372408,-8.224411558681663,-10.53289300085133,-7.435937230289637,-0.6123734893161423,-1.2403522690344453,-7.702692282511691,-4.1525660087182645,-6.453844685565651,-4.167521339960251,-1.6040710532266713,-1.5852790868262372,-6.254610352447095,-1.4138079244368624,-3.172405557609972]}],\"hovertemplate\":\"color=B_and_plasma_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"B_and_plasma_cells\",\"marker\":{\"color\":\"#636efa\",\"symbol\":\"circle\"},\"name\":\"B_and_plasma_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 47.5%\",\"values\":[-22.07292767520132,-3.5710558081061237,-12.814535036440315,-19.952720469605847,7.8179111657850555,3.303913931171183,6.600645671942484,11.888451585193934,-9.260034930818161,-27.78476075113474,-5.345060185789698,-2.7035182567768805,-0.45963331528709084,-9.395945616356308,-0.780581869298518,-0.31993322893262255,0.5765203256179587,-12.907964424987819,-6.140511811312472,-3.5039716118069677,-17.10505327176836,-24.821256151405127,-19.740879945664766,-30.949787612005352,-15.332830971391996,-7.8522272265769235,4.865034178450255,4.676188151508044,1.3006105147872324,-5.579200245115983,1.5307887874179669,7.336444588414317,9.615455550633154,-0.3148601300512578,-8.101148214309818,-16.480168453809902,14.506685343288098,5.582716541029583,5.008594745980466,-0.4773652925144108,9.386307372068185,16.01962314092645,8.998900403977528,-7.641455055423038,-14.224194174174492,-3.367280320091898,2.3838150754739726,-12.49270472394661,4.063991897703868,-23.43406735236897,0.7795769656537949,6.5934077839650165,-3.6014683197047477,13.658350574119817,6.386018902632566,-3.539724477576456,8.057398159329423,10.165501049243057,6.58597987413866,-1.375469035533593,-9.095374885158176,-0.9335584810158148,2.0708761635039954,-4.050480965041659,2.2019829998926883,5.572701692518864,-3.2030411490217454,8.62484171380858,1.4227439296799569,-18.89840590662661,2.3063653445261543,-1.5304952017490558,14.927743105416486,3.1242887836711137,5.272403263551563,10.400027745404572,8.16278826596524,4.357004138218675,9.327893584900856,6.806224335649487,5.447815266225595,3.5582810125270576,-0.2830593031312584,-10.980620049171243,-7.3068252412088,7.306214793142912,2.2242218079157583,-1.9053603037791818,-1.1045922303841216,-0.5879671174190466,-9.387418831486489,-2.9037304155914856,-5.869860548537867,-21.160435900534395,-5.985774034130793,-22.51455469144087,-15.160440060688224,-4.123712233137917,-17.67663611574749,-21.03983779326286,-33.39514949554857,-20.576738329445075,-9.14145277215543,-0.5796735662927647,-15.804883853713214,-7.571288518695278,-20.054003950178455,-2.338587622307248,1.9350085122483967,1.6225847347633382,-26.175835534957734,-18.305240331951083,10.485493891227971,15.97750317484861,14.597811717427906,19.77070609428958,12.532524234339977,26.68597749783094,3.2043821550308738]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 20.8%\",\"values\":[10.452757889105719,10.339039876630583,13.001758868136296,-0.7682478461923362,21.7869549918928,20.073437237710465,22.175142268332472,14.701821067348547,13.139248036463183,-3.9814210974731945,12.468968463998623,18.42758567435043,15.240698045790305,13.93571818687093,16.643657251692154,18.090001917244717,19.225103880005456,9.428620490441356,16.56093365504605,9.478998738220273,8.418217845563435,2.9844797430466246,-2.225219829901144,-6.263625810455556,0.772947327225962,10.444374269436842,16.646669538328794,22.937873488962175,18.871808583784283,15.177598824530273,12.243145255625794,17.479276578682725,21.121426593898377,7.683794515926148,11.07673835515454,-1.248723438068937,25.51104431489119,19.670343653963958,17.034610014100977,22.04661310183359,22.31181118381583,19.791141375458352,20.96994527313012,6.28899466249503,8.791383827120033,13.584431926646186,18.792642107387152,2.3839328729185647,5.6647654575220665,0.13063805315584287,21.355844087009075,26.61800645125367,18.293770917816715,23.766468601493933,23.501232761035716,12.384698682147334,22.731003169795308,21.556300814926807,13.942642035765477,10.23052582764724,12.174896435480331,19.945403750838395,25.568067792284737,19.711480301348747,16.345889656697583,21.981416330944125,19.10115135140154,22.570667759956805,22.617227434903235,8.122784542608944,22.778672651758107,24.621215126786815,26.515109046408533,20.582454932490236,18.458600063371087,19.824045519477338,20.017761671475604,16.832448580355106,20.088170653703013,16.483253130111805,22.521313666874562,13.354739646557917,7.705896973721973,8.089224900766471,6.709638798842296,22.758291646299035,21.804254846584705,10.089758386307903,17.604327446414988,22.27325519223801,14.644281941946698,22.25176064379341,17.855343300806638,-2.861193670314383,12.66989246122522,1.5807555629130714,6.335641386229221,15.922512461478195,5.42394105752385,-5.971025006401138,6.61533735106524,8.635208744901458,6.024144139351344,9.745807733731478,4.625546012869751,13.685683168404159,-1.6536928325156157,10.178354382652337,10.692833758834547,21.233768551199674,-6.567883253057853,-4.613006114484807,23.406221202355425,25.478001622480612,24.557844229024248,29.363658184659784,16.77993960945414,30.790477569097696,21.76590428975876]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 11.5%\",\"values\":[-6.060002022710227,-9.362551253543055,-6.3969251175677755,-6.832936772534227,-8.998704563340826,-9.425605193771062,-7.515471356125531,-1.2220400903444906,1.1894869745917065,3.7722235318186854,-13.0600426692067,-3.200936090918085,-9.526911839628518,-5.5887127850097436,-3.4168157184662116,-7.727501623012808,-8.603015568515985,-7.77015877709703,-6.468287850899664,-5.176184737614486,-3.3326922011001305,-4.209587940538157,-16.907888321966404,-13.512352436029923,-12.463931532317954,-10.313105905157531,-9.197784345105344,-6.917751405536416,-10.044847136062742,-11.320312870943606,-12.396952986717782,-9.429296889518668,-11.038611331637494,-8.943527953577158,-9.029730105666706,-9.767321354047432,-4.6972842795612175,-7.53421287115039,-6.86357464662083,0.6160847785084148,-6.734423438455846,-9.092542687725103,-7.045516368176056,-5.263265283747073,-5.653650968511079,-13.509658089386868,-11.20627563573927,-11.443538302197249,-8.254324673782229,-11.76633788854906,-1.3815055840980448,-4.314726721345786,-4.863882001966228,-3.025153367611308,-4.1144795371423015,-10.759400465668815,-2.669392201661922,-3.9844125119370304,-7.344651056629768,-6.988432627830198,-6.391170578611437,-7.345517719776252,-3.239639247439965,-5.522429492841029,-4.342377283830279,-4.032543421716735,-4.267262180170282,-1.444293186098475,-1.966672682724513,-4.365576359947422,-1.5485498617658693,-1.5368931774344932,-6.3717234690783755,-4.2758118190456145,-4.159397879781901,-6.9780988649978966,-8.24695053417431,-11.518176776443262,-7.565039588378631,-10.180801907214068,-1.913534425273758,-8.337408773018065,-9.53409788164387,1.537030396547827,-11.242319666120995,-4.496960114478937,-6.688464755332172,-5.927350782682962,-5.247926382332955,-5.741991993521008,-5.272467417999794,-5.132366289100643,-4.035280789925396,-3.847559960286074,-7.598338296007241,-9.692172342915137,-6.390655311826022,-3.3942158310187893,-9.25808409485989,-6.579319795173898,7.119137634992075,-3.046709105681459,-7.475929212291943,-12.573152950143967,-11.037498683013887,-3.9951961940857217,-6.807590713148637,-12.667120770295977,-9.069869805651667,-8.331786393342812,-6.024592053843538,0.19314336642164662,7.340063235440317,-0.5338654160543642,-1.2559297656755275,0.3186654111949745,2.0123114445078576,-3.2830712740260974,-1.072207234181651]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.7%\",\"values\":[6.4547287600913705,-4.790144507721636,-6.722788286306929,-4.557941534503947,-5.307886606768491,-3.2036727681369834,-5.2294478085381755,-3.2207414763285955,-0.8217556315897361,1.741285457842324,-7.464999476182707,-3.9106530984298526,-5.798621172574256,-6.007183923198861,-4.885989640847722,-4.295279884494418,-0.9834131760338279,-0.9723037028656505,-4.309539371481328,-5.55066200980838,-3.935388298460465,-7.312786257535796,0.5415644148927232,-3.736106652487442,-5.803649400475066,-5.304032075252895,-3.1126976447721972,-0.6330181284762906,-0.6264644470521147,-4.860605318592666,-4.5383149967839245,-1.8254862840247417,-6.278206814352224,-6.593454531388207,-5.259224107388774,-5.902287789739903,0.08615777105443467,-0.465245549563022,-4.269614264359913,-2.321709554094271,-1.2265553235328497,-3.890501264955339,-3.7096274594232552,-3.291925648230042,-8.389864411593921,-2.67798022350563,-4.02145086487591,-9.074548333027346,0.6177648473681416,-9.876294810050876,-5.556812033668878,-2.295611627205367,-2.2932928099029484,-1.4588230696038027,-0.7007394484556662,-0.7885213773591325,-1.4704808567674612,-3.2190678777782202,-4.736151813339748,-3.602849831475547,-5.52403204772688,-5.260221473214823,0.4502548229400734,2.449451738114874,-6.514090006642979,-2.040666396093644,-2.250772197804204,-1.6286069588843892,0.6841658919530487,-6.824648496673706,-0.5859403633737401,-0.9233896057622607,-4.055981322094633,-2.4408572401238553,-0.8121466307532959,-1.5350970422040926,1.1370671568019897,-2.9305515867787046,-4.201622392807995,-3.4911352964190607,0.4324263466048496,-4.66150190444063,-7.217815536596482,1.557596848778669,-3.3776947139662417,-4.301903255469744,0.5563663413798019,-3.312595214313383,-2.145641197138587,0.6152174590522579,-0.4463717937988363,-4.373668888569805,-1.8645968902310903,-9.324300015637837,-1.7483597846371342,-9.137125740867692,-8.28211422989784,-1.803700536334582,-8.086543906269352,-8.598460676363995,4.188164328334567,2.2273296606446102,-9.530673213146756,-7.921207667307733,-4.3421915199743655,-1.6858672050758479,-6.62474379697697,-7.544824694698954,-3.8208261210942367,0.0890116764213591,-4.9937195072320595,9.746323603831346,13.515652952735518,2.4862213834838256,7.853553731790035,10.475358230652056,8.952966348948078,3.6531233285012665,2.593303922886781]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 2.4%\",\"values\":[3.173374531688842,0.6746878143294017,-3.6304520202359365,-1.8162426915590524,3.9728609240988844,0.893167802813282,2.3590595089890916,4.301583173375544,-2.850920193457531,-6.766925295878071,-1.866263874403856,-0.3012439464625562,4.474402441661515,1.9294522561637397,0.48288426122801675,-0.5194457984400119,0.2026351237710079,2.7856368140392407,4.421405103680972,8.334345978114705,-4.988311113656372,-0.47462317243694746,9.898101046463328,-3.276053813036931,6.7211332627229865,4.87124064525503,5.235153272648155,3.696413181362697,4.922501224547209,2.4283814339793377,-0.3596893402594198,8.205024976432856,3.5228218727098732,-3.8171202966440756,-2.137598710716104,-2.218278669889213,4.200892180020147,4.415986327509406,4.717798425470294,2.125143344710633,2.6384261913500326,3.742479911758737,3.7339675023989107,14.351872697335597,-3.1272181178916094,2.4913805207915414,4.232411506756171,2.928605633127776,-3.2207831149097723,-5.313264937258705,0.7731149144231225,1.4209980247951628,2.1215297781637954,4.001909892891019,4.071088049326763,-3.5153756510520675,4.944251280864279,5.931290890589438,7.76150176863342,5.53748686752904,0.46599579814651537,-0.29423531616468157,4.6589899692037395,3.978673421308958,-1.8114138360798153,4.8580466976823065,0.8013662974513881,4.294852374153139,4.389595416427629,4.7713786264869045,2.3674435684378468,-0.17243933313873439,4.875622915800084,3.7109066010672347,5.717086163075135,9.114938932345646,7.456786781138088,3.9910744921556374,4.5171767735405295,4.850374548142955,3.874470544214686,10.420898553195563,7.31490034124354,-3.4248216299831915,0.258993488857899,-2.618133343945311,2.082707810096453,-0.2574471144958218,1.133918564783901,2.252576114496671,1.4144248136856454,-1.4560943151688608,1.2157530560160854,-1.757816288281263,0.5027162273540643,-5.022249343240844,-2.9819943338083097,0.8783789424865723,-1.423709413241755,5.553578994687098,-3.446209902290687,-1.0112983828357467,-1.6020532488887909,3.768435208486925,6.200502237582319,-1.4720980927749125,0.9947029986669095,0.5897157844380828,0.3056132736948048,0.9500757969376719,0.03184436353617223,0.3044848801306277,3.3670135306890168,2.320285019808864,2.4563569227693183,4.879837430596602,-3.8186785212343226,5.528070461720318,1.5978800034103693]}],\"hovertemplate\":\"color=Dendritic_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Dendritic_cells\",\"marker\":{\"color\":\"#EF553B\",\"symbol\":\"circle\"},\"name\":\"Dendritic_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 47.5%\",\"values\":[13.961361271715663,12.205688584243504,-12.84613176919165,11.017798410179637,19.56670027959713,14.024278084048827,6.67578265506271,18.612301176742754,1.7546000844391196,28.846386476707558,-14.048532919358788,-8.41486744158369,-11.372721914033086,1.8011915754986862,8.63554787173851,20.18305985472606,7.814338581230445,37.75216792299693,9.501416683720986,25.735574084920614,-0.6386599100434127,-5.980956665204449,-5.273948121688846,0.43871785775867356,5.745489479637708,3.2304122598429057,28.128148547918734,17.639074456282806,20.9493159273004,1.2979858124681423,24.295873273520577]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 20.8%\",\"values\":[-5.170760474326698,-2.046651847584037,-14.298283535146913,-4.45856971779804,7.248006112818085,-2.547361198601201,-5.689387015807526,-2.0638308328766306,-7.0066098410465845,7.808277324350934,-13.808851808248349,-14.921753356743192,-18.24580403847197,-7.168495726173036,-7.226831676457008,2.748278781373711,-6.1302219952481725,12.457531010410452,-6.18728752414907,5.962040775063034,-17.48816379807466,-20.741272890567437,-14.864933321638127,-11.00731008071454,-3.978804325964628,-2.5793967074602677,7.49668605077049,-7.4106999234590845,-0.6216747404071531,-8.484840833582213,8.285885702951067]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 11.5%\",\"values\":[-0.3991758052293065,-1.2591271542563116,-2.3899433304525513,-1.7471721876672028,-2.1050782180612533,-0.566223764048926,-2.078354778082239,-5.072585342427153,-3.979211059087113,-9.05741681993156,-11.095489920785832,-10.968602305779623,-7.272312452701938,-6.905185127707279,-13.627356960357062,-8.769263600701528,-1.2973197372211125,-8.072715449175252,-10.375443046030306,-4.142529741676697,-4.500245662601535,-2.82138047497803,-9.762182187291817,-9.63737000762465,-10.641379867760588,-7.572607560244881,-0.9498916857315852,-2.6998417383414437,0.052675062679037765,-2.178659842603661,-2.9216355114767905]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.7%\",\"values\":[6.8128005726829866,10.027793333958812,8.266037118074816,13.133508076091408,8.531897647104394,8.580685745058329,3.7398412819619535,9.636909701854286,10.890530122520428,8.629195294061233,6.366946656537085,0.3831023653608302,-1.3276789218802967,5.599562211109901,3.982939810302866,4.110018210232294,10.380256420301563,10.93200280586436,7.733469671940831,7.459102456826728,3.5769892737467623,2.7353273613282587,4.693543794864494,5.611403047305966,-1.0874344674569065,6.525526790229991,8.064101756357658,1.433326603866408,3.3415299412758133,8.142128209449794,11.27494868112078]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 2.4%\",\"values\":[-0.6350327964566926,0.5845723037114748,2.3354155756591033,5.602596288767512,-3.5813291188789815,-1.4698014604464635,-1.7605719944821265,-2.7992236630802685,2.0736117953300495,-6.5712314015554245,1.2423140231202043,-0.11461578164288405,-3.187365934906661,-4.061313060679319,-4.332202524122036,-6.701765501935595,-2.962188586700917,-2.6142161773829837,-4.726621068370604,-3.0268537116914507,-1.6813467142920406,-1.0166729540319461,2.8666954456229035,-4.015783662856274,-8.124801916013944,-1.8330698664436866,-0.5561688529778885,-1.137506654750923,0.8187875597367752,-1.1010049915771796,-1.3821695576933495]}],\"hovertemplate\":\"color=Endothelial<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Endothelial\",\"marker\":{\"color\":\"#00cc96\",\"symbol\":\"circle\"},\"name\":\"Endothelial\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 47.5%\",\"values\":[4.810562749556519,21.92465806737698,-2.6427108065099953,-20.140868313282812,28.53275662700519,-7.594699599925848,22.00288188977034,17.299787003020516,8.728594783563192,-13.531438053105713,9.326324709844622,-15.969032718231212,31.918199538214775,24.50128891089966,-12.65687109297955,-14.470475455838276,24.61104713251644,-24.707033104936023,-11.890408718213862,40.62207720653319,-0.9610490871655111,24.862574178893475,-12.412156503399153,-11.57145370803278,-13.926457875957793,-16.270946709480558,-22.078142550080422,30.00535054385996,21.134614134014626,20.08376052732371,28.085672976192978,26.42182443980795,-12.144048671139277,37.665224963104144,-1.9302400945533111,26.14536846692358,34.25179986168165,32.69265002606693,28.2592138001136,36.678682338691885,3.438592564113585,-8.560055554968507,-8.07736465981932,3.777933741298458,-8.54691130102767,-5.461145919031642,-13.178877455952458,-11.195264341811136,-6.034495534355786,34.17468265956432,-6.339181506515807,29.185007347273988,10.947952463566315,30.642152325375626,-6.122544682560102,19.51168651383525,-1.3881035433291682,28.812685195062784,21.67687257874079,-2.695748823668181,28.494678942358576,-12.453841617888177,-8.057804575125138,3.5845641831799693,0.3520846099302436,-5.084603100410326,-2.788979842325537,30.682298222998718,-13.520390954587581,7.0579094205877055,-8.06370093694505,-1.5027027267599746,5.54066414809556,-13.88331635909265,-9.195605379648352,23.551211635301847,13.149555717344448,-0.5384914255104686,-5.777296718312288,-6.093454290163088,22.10202767453987,28.84563925247963,1.0547605111840483,-3.6977279941800747,-7.257857202705155,-9.132769477016451,-4.504879026374024,22.974494203171574,-5.171537959035495,22.048773395056504,34.90083173354576,29.367102964531014,11.7856752775713,28.584245259545597,-10.382610405404579,9.324694681203699,-8.342474024484812,10.183798478009864,33.02266091050849,32.91715703694581,-5.963350888880695,8.53021985094698,-9.470388795814191,6.235822116079987,-8.956292544220432,-12.128633215959162,3.8752068497997336]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 20.8%\",\"values\":[-5.193805629900725,-4.102907767379309,-15.73782208299275,-9.753450303785892,5.439617872830459,-15.026108760109576,-1.653725919208742,-2.8486836113936276,-4.625276503008291,-22.38099242922381,-3.632623422494046,-12.767365693920187,3.650944882208473,-3.748054360448471,-18.304376784111927,-19.362676210802775,3.2643176934598594,-27.404983143453308,-16.507804369262942,11.07308987706708,-16.13364798751055,3.5393316894483613,-14.694071378687518,-7.488783237443473,-14.549674793558173,-9.794748368067589,-13.3840022611868,-1.0042013061714736,-0.6770374897869704,-5.397814024892249,-2.34748609772755,-0.9478403540126561,-18.703999035400287,5.033682933683209,-15.014242282287537,0.5506237688737257,2.7795371541578016,-0.5494658874670997,0.014726693634588006,6.981870110741797,-7.077177010998033,-14.367405483254982,-23.767933521844526,-8.719554840929355,-13.062043645294391,-14.648830929082074,-16.742918434916817,-15.858408949725533,-12.465389015659593,10.712804849903568,-11.129100083627197,4.330617067915313,-10.358612000219736,6.447639301677567,-4.607515310503437,-11.988143893971195,-10.76542033162087,17.933803995997003,-0.28960302612909505,-3.1939871366863626,1.973227694163012,-9.434601907629316,-12.302942984557351,-8.918767615906205,3.7982441510904623,-12.077707473946798,3.6768939219202212,12.51481742391417,-18.781831561039517,-3.5636390047675235,-16.718841761563016,-9.344372389036405,-10.519637008398979,-19.664059665945665,-16.060354522404218,-0.5960054782151638,1.8820850849740955,-19.0383285368788,-22.244371248610243,-23.2632539098025,6.7700869904905545,6.956916200131186,-17.256293964418933,-16.985665816684328,-14.50835051488658,-22.684383551508418,-21.14416154877383,-2.1695746435611754,-20.808260752294032,-6.0408367302203025,3.730275714403743,0.5051013027954546,-3.271999120677292,5.218968930484124,-18.38444304452758,-13.018944623922156,-17.4304191009074,-7.814185575653268,2.6111781132570253,4.190815283359953,-16.864112532273893,-5.426255433788657,-19.701406393409393,-8.300746217361503,-14.931352138402033,-16.090171552284016,-8.010271921010869]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 11.5%\",\"values\":[16.726045018530947,10.377167389651273,-0.6385929408696184,0.70331850119888,19.550518005962736,5.690514501467623,17.289872029330077,19.830444389301988,3.6509132805079125,2.803386034161537,12.444683923407958,8.41367438365088,11.970214308084572,9.19070407725803,18.056238919669283,10.183690606904221,26.67551186181192,8.402429209118417,13.047480685874277,26.97188360220491,2.1263726217661416,23.192764382927542,13.921444830340633,24.61898450707453,16.05806574178465,1.2268081321479714,16.5896604301227,19.55301814387522,18.829779357846647,17.07536547497804,16.242596318467378,17.20722338838236,12.607665050861776,13.62991421751078,13.615719464583284,12.889211559990091,22.273797916617852,22.7292706935009,19.741410941804652,20.823146808444235,-1.1533878356346738,4.15025164816325,3.1716766341944043,7.6858425827404115,5.479453733238944,11.46541738545906,9.077484280232197,6.378495096227665,4.7504551236383525,20.47179078511749,6.479565127206194,13.026178897241461,-0.07852291651462526,24.437405610294682,20.486504494122293,7.787407103039958,13.877335657291933,21.058667645503828,20.064156932070084,19.203896985235694,21.039400069522973,10.588208358543362,17.02871358063399,17.218559650890185,11.54941592125186,3.1136691599574062,16.1564582868713,26.110136123606104,11.724705681619533,20.02213145618093,7.587411635929088,21.889181701431163,15.736146780954606,13.16626383549843,15.365910836811286,14.512724898670282,6.619097176769179,-2.55100412456512,1.6332789970372137,7.144115025344896,7.990492024149335,14.6661659638633,8.190386446307546,9.895964885078577,2.0685585014976158,3.089250347489712,2.40806603266061,15.329257985780174,1.9791960201567518,14.718574637957138,19.40712998438792,19.520835606775464,0.2700959931297708,17.527077382799565,6.323808055457835,14.001445795536902,-1.029255707516721,12.03102390348718,16.731855772537926,19.49376901218799,5.144327105608093,11.25888774372531,1.1900280278418465,13.045799516902619,10.328029927436372,4.926444981889453,8.329483116316485]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.7%\",\"values\":[-0.1731550471182305,5.436132821481266,3.4789708877766516,8.109165865345611,-2.956815077418401,-0.9052456695975579,-3.5726466742633463,-5.611394268352602,4.598780496188191,-3.7310740762735954,-9.504345276077494,-0.28419933507519246,-2.094481041801581,-0.1776463859288553,-6.927093017822201,-11.338116961147776,-14.042716045310808,-10.25189746074404,-11.421633537902117,-11.483945800320097,-1.2255022753025102,-10.300125719940509,-4.8295856258246515,1.7464768740711454,-0.5613397235270762,5.79316995570356,-4.0378258914046725,-4.716230643782607,-1.66461927695431,-3.66066534247934,-6.371230193689678,-1.9447301313103478,-0.9698904164243849,-2.114409546747096,-5.798449811828458,-0.5353113531863908,-7.8403737912542635,-4.026196241779018,-4.328731788876485,-1.772944654785027,-2.8115286542776197,1.4704594233091288,-2.1511535268764668,-4.006525715226967,-1.2882809961493642,-1.3658224710433187,5.350669644781333,1.0318614557303638,0.7328986738994621,-0.03344219398154819,4.9306265822427875,-5.231603051478572,4.091946708733952,1.1254349539200628,-1.3469802676358937,3.773146485816059,-3.550685567269225,-5.405913252073786,-6.862129648618552,3.2857184473860777,-5.131049281797523,-1.0444851194927232,-2.09279468838196,0.6743525545146236,2.745725791263126,-2.444338475255288,2.8604808776094326,-3.8321164038449513,-2.56217055358821,-3.227919708903925,-8.22894931686811,-2.373026332072532,-6.398060986371182,-3.4342671630174753,-0.9429623923134967,-7.56336579841543,-7.691683872070407,-3.925111864247881,-5.8707282821617905,-9.194699256719211,-1.0650165649967869,-11.442005035688712,-5.295910382640374,-8.230640339345317,-4.5815857795025945,-1.0524493352742692,-5.9981653129465595,-6.7197781315066205,-7.460168703082484,-7.505828275409918,-6.18452968140424,-5.405983963243233,1.8201422533415637,-4.744128424742858,-3.6359494974199666,-9.103922692650427,-9.162578273903252,-5.220962932381365,-13.12725458706505,-8.868329821648256,-6.940218066534811,4.997261222915135,-1.9247996481093197,4.501190867514353,0.6327193744350524,-0.13792653206985644,-1.8268314061899074]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 2.4%\",\"values\":[0.5260280911048167,0.26306082110336204,7.403940121226588,11.723189018077898,-3.9520537725691627,8.503354829059646,-1.2303791560999247,-5.918782565724353,6.6584653786876835,-0.7285244151055261,-8.317525010616066,11.237717172305771,5.574911394804117,9.029775535188367,3.72781691474727,-0.5460077425325361,-0.05127281681939255,-5.0271723033424935,2.406249034279764,-0.7114423798357882,6.267448545127277,-1.1022325412530354,1.105448544491341,4.26573231364729,1.5870974041830594,9.929543675220353,11.798230547184723,-3.7182388828668778,-3.4017754742712416,-4.0992330502292695,-5.364531462410765,-2.050689447809571,0.4660785757668938,1.4264373101773642,-0.5908223000493081,-2.907782779621004,-3.9290058196317514,-2.6658007638431247,-4.3750832740668635,-0.8599372079402139,-1.0873734765974878,1.0921790297507288,2.692966204213545,-4.266146670365069,4.965175450294302,4.167802921944414,5.438629691671163,3.4902984939861477,6.897535855082216,-2.9121120821004305,14.207895241771176,-3.2724877069673735,2.1157005454039464,-5.154294440858358,6.157140457173005,0.09830797254205348,5.478166099998788,-0.29171186519443804,-4.575187350874953,3.506257805420496,-1.9377658528632615,2.184152283822191,1.4643991412432018,1.3678089052245628,5.532174013519194,9.277229242236219,2.800112007338325,-3.5505712970331067,9.112786473175198,1.9881484935679712,5.712798062843023,9.393436032285685,-0.8383688649776572,10.61441087643001,9.014524984122612,-0.48729814589876896,6.533667535838392,-7.294835640757543,2.7936983537102567,-0.500426499407836,0.15260084391054907,-3.2280672200784153,6.600146254777254,0.6873450663693916,1.5514773867540357,3.194978826128021,1.0577405567148241,-2.174850846555959,0.8937188357365529,0.0449671423807384,0.867926559984787,2.3608335521209973,-4.636422212761995,0.7836309569856226,2.9442334735921416,3.0941861721954194,2.45602357245788,4.965966862835949,-2.417023966731692,1.4608604710856268,1.2051495052535608,10.858616005649605,3.334281798314064,9.693085875418753,10.585051457906117,6.409920119015521,2.9309626236118356]}],\"hovertemplate\":\"color=Cancer_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Cancer_cells\",\"marker\":{\"color\":\"#ab63fa\",\"symbol\":\"circle\"},\"name\":\"Cancer_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 47.5%\",\"values\":[24.751853983322235,15.587660804735872,33.43697957598767,30.451423646322986,42.14593828619307,-2.507836317444275,28.263287218935652,48.92923024552286,32.114419898930386,33.81273688846687,25.996305150872494,19.56867657499751,31.249673081010677,38.40705730534994,20.778211155524897,22.170270300489562,37.952867906568656,20.95795403331691,12.135485001716852,27.657656224013245,29.76612541479173,2.8647986530628446,21.941220876360944,39.974223382959714,24.84829545539217,47.176802765377005,1.146855685116884,5.2342001746815345,-0.4611653801647419,5.397993766494913,-6.078918150053347,40.61119186087626,40.06885536853598,1.4473449441881265,-2.1175070472568223,-2.7066477061798446,-0.7763820328355976,-3.9803886582853107,28.390706693834293,-9.827428106781635,49.348009576897056,45.38966239030468,43.736935975964315,39.72324455577036,-5.03901017159399,43.50747072527219,-3.2357334459880254,-9.804213256135691,-0.7326417539495849,-9.024217498226001,-19.477065558129695,-16.613874804727345,-5.8993890867743035,27.636349232718324,34.44604710374033,28.263269584667846,15.712363658218495,-6.339754049366524,-2.898806840473262,-11.898441307099574,-10.934457600703881,32.52942268960408,-7.3408504915566,23.157100320319223,18.862079063710354,39.234651993033964,32.455731586523946,-2.0368325848355404,-5.860106303011044,31.195987565144584,11.697756505306632,2.7581205381073755,21.5312067830802,-5.108116462269416,-0.8154826762337133,-12.015640636281127,23.052524385140472,27.088990793654496,26.317658700441687,-0.35259995129259253,36.832408782694124,33.0367043942369,32.946989276180005,35.20861638885059,23.715958387361,8.808839898160329,17.929950773302323,-8.632353548058113,22.655183809979093,32.166243068475815,15.545974690822742]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 20.8%\",\"values\":[-15.050010609620976,-8.948383640643987,-11.217142384554423,-2.388246112162758,-2.2832172761313014,-17.762429857922527,-14.130917291332596,-3.2696766590160635,-5.308498717311911,-12.769897732525228,-17.709662888987715,-10.762561569358216,-14.73744195999258,-11.720498464700935,-17.38144566457745,-9.058700350293513,-6.982085443116096,-6.289406631368127,-25.327139972240026,-2.322348370949158,-4.02669303383549,-14.646655657066237,-6.537955911946254,-8.67389488835892,-14.213276945553353,-4.832469436362253,-14.231930962350305,-14.695393122666843,-15.07992964715585,-15.041948112776744,-23.166101538616687,-9.248429459414602,-8.963173709784563,-14.186962284155168,-17.77448964413949,-20.746334543366853,-16.416215915777695,-22.15037630963338,-19.49610736903238,-14.408966697183775,1.2297088691360802,-7.18409473402385,-7.4457996712058865,-0.6943698323699955,-13.940407836095892,-1.8318992395470395,-19.710373826615786,-16.51211090275385,-20.73777848800294,-22.80424560495404,-23.392037152514227,-19.30979069889949,-18.38877229326181,-9.753263820855835,-7.883741803410681,-14.335505858900218,-15.311912239282112,-14.775420150475426,-28.44923564808225,-20.632118905651506,-26.529424719132003,-5.242523079358491,-16.29295587772043,-5.024418268345007,-12.463455235148091,-5.717150342175788,-10.055280377493773,-21.52604770820633,-18.626669481034803,-5.59425794089967,-13.078618087210005,-15.404376442070728,-8.67671178061761,-14.574377075625101,-15.314022817908473,-3.7968210857381233,-7.574976824597872,-9.232776836938248,-10.578130769779065,-25.674670859719704,-12.272392980651285,-6.810437331484833,-8.819496232727548,-7.829186466780744,-10.550039638541975,-21.110881490834164,-17.203273711298312,-24.1131522467631,-15.687898975695948,-15.207809663137766,-17.01194073028037]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 11.5%\",\"values\":[-10.485379544733622,-1.2925241488712222,-10.167318779082676,-8.353918788349233,-5.043369222218283,4.3348104989539005,-6.223044135695025,-4.138673559660689,-7.149648349015569,-11.362118042779027,-7.221782252875226,3.7009231146772192,-12.864099219229175,-10.217275086094695,-9.421055344500498,-2.3377729745420517,-5.370377617031277,-6.379078614762234,-8.63223632047298,-6.116772536057998,-7.029437257630113,-1.6917131323801295,-0.19828048710071877,-9.179774686582949,-14.211133519673435,-12.741287580939728,-13.714585249994709,-11.123484356188515,-12.954049809548525,-15.074021754804123,-11.377758992986134,-14.612036285629266,-13.973269656609887,-15.10272475978337,-8.950957825274154,-10.270670305799158,-7.023352479416372,-8.580899333334697,-19.120831085201658,-13.699312923745602,-6.4111900228995555,-12.338790761017272,-12.182586719857504,-4.004907859587313,-7.550394047146933,-11.892794667522733,-12.017800111083638,-13.315047104374479,-10.739214478731022,-6.358544090685019,-8.991780595808887,-5.908527368856985,-20.961346606887965,-3.395899768605622,-11.007397320705211,-8.358649259130136,-4.088626719369239,-8.902340699964972,-11.134572555061474,-15.19151885300144,-6.51521476580178,-11.597561832004278,-11.506747744007143,-0.8695488250529608,-5.211501713051933,-8.608883595123375,-9.91836469397241,-11.224355740889758,-12.059203069193659,-3.0479078439052323,-4.723138219891739,-3.746187910874376,-5.568254658522671,3.165901576597374,4.531607472549871,1.3322133647699301,-6.743704601794499,-3.8759653297319714,-0.861264833697635,-5.482891372825337,-8.972084631861929,-8.938277352462181,-5.595886679063026,-7.664825877644247,-10.330986441942237,-2.362770377473523,-8.218350291600025,4.264710612448693,-14.80332439533774,-12.553520644672469,-9.744349860331145]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.7%\",\"values\":[2.6878867484161044,9.258755097786773,-3.245711750574502,-0.8405924511173339,6.978193051447601,7.473460154949538,8.627092474043257,5.260840959120671,9.997803536986009,-0.5773614794871476,1.1217459483722487,8.859889698777504,-6.310421644551971,0.9912629092436005,-0.3743055215324902,12.421977126913708,0.4673585256697598,-1.0981741325676053,-0.5335200005890196,10.785522620807486,0.375006280634132,0.782316101132541,9.056870070061429,-6.792348577027001,-6.742075752038133,-8.314301283899269,-2.5796801353301855,-3.530619320113548,3.8609930183740646,-5.213141717673603,2.0199444864525944,-2.600876902102379,-4.159311386319089,-4.143378246813569,-3.1234542561951315,0.3276676461138494,1.9183263447603065,4.686697445779434,-8.864295298911191,4.40960255457315,4.581897998911781,-2.595106290911401,-3.7362241759416754,11.553024081272962,0.8731247598220586,-3.644735481977717,-2.9866433104176346,5.656186995142129,3.653468762213681,6.383942262111685,5.168033291790691,-1.3069577803208614,2.455380821506317,-2.4809423361829657,6.944454577080505,2.484610430879321,8.354284355799676,-0.3962999976579716,-2.6667750344245307,-4.2493315819221,-1.7128868472862697,0.16499634131064356,0.6968908411370165,8.662016177577522,3.055507643378361,1.4134917076173994,-1.1129559392411148,-0.33338429056155605,-2.9573960529270242,4.622184432477999,6.482265675379049,9.772950623935625,-2.2203547349160413,4.98522638973518,5.983980632474555,-4.2652538241442235,-2.65410707138405,5.425664402817246,8.268970174143856,-6.011505425966536,-8.901767525203752,-1.9410331595179258,12.681678249295075,11.640570528973829,-4.855795200805452,3.125620064192105,-6.6371969704662055,1.7829626289008669,5.560716516224406,5.9097382941370205,6.281935042118487]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 2.4%\",\"values\":[-0.8635388212001286,10.818335180870555,-1.6821458193868817,-3.2340812488219335,1.2219826904505677,10.205184488643962,3.8279883252509483,-0.21226210680652025,2.571303453943644,-2.513680601479859,0.6402705050721103,3.6673116308428466,-1.3951279370317216,-2.4488175502644136,-5.852244757148701,1.9176072559333148,-0.7826206278089308,-0.5761327364010568,-2.6637841257643404,2.076942418130269,-6.6870474326927045,2.1121302976746037,0.6668151598042071,-5.1378794402948,-4.834494015539072,-4.908936851604657,-1.6429414314586572,-0.7333706504820303,5.253245592669176,-3.7491613149758125,1.7909529871630336,-0.8867738509937214,-4.698818549447399,-1.0057658646060346,0.907504585160053,3.634312104758009,1.5607248829214813,4.294827785594383,-0.8265820046766559,3.1535656556931864,-3.470114182417819,-4.736527617955065,-4.881017937570172,-1.3186543109487312,1.8592611915823363,-5.924407129089184,0.34982290754207424,2.6568263165907515,-1.909628706811136,1.6345361782016488,1.2012085532318997,-5.288020176164524,1.067838363371895,-8.347754580800268,1.1092703053486481,-4.374653480337778,-0.38515433931434373,2.920956174559148,-5.7964046743674915,-6.810649610072145,-3.713918617440927,-5.110338466531379,-0.8694549954351029,-0.6678850704210477,-5.819598292472161,-0.7974541495695396,-4.7025983084187475,-3.7424341949712012,-1.355698429799175,2.376517567602918,-1.0683722945507632,10.925964306137672,-3.7383464326297458,-1.5982462950624223,11.553200127267644,8.04319214697215,-4.779218704725698,0.5660734575606894,0.6919853865978223,1.8331795651427947,-1.6729740901553458,-4.3461462691245245,1.1297481934713067,4.702107743193173,-7.856534306277833,2.4738813948631124,-3.0155074310882695,1.7975020385814913,2.3984692920573902,3.517017164298858,3.3616642515883357]}],\"hovertemplate\":\"color=Fibroblast<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Fibroblast\",\"marker\":{\"color\":\"#FFA15A\",\"symbol\":\"circle\"},\"name\":\"Fibroblast\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"legend\":{\"title\":{\"text\":\"color\"},\"tracegroupgap\":0},\"margin\":{\"t\":60},\"dragmode\":\"select\"},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('3fd5eec1-e3a1-4dfb-84aa-ef2789f90938');\n",
+       "var gd = document.getElementById('6c9b8a35-2c1f-4bb5-846d-5a62d5150333');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -4237,7 +4220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 24,
    "id": "cee2f89f",
    "metadata": {},
    "outputs": [
@@ -4257,774 +4240,774 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 42.5%",
+           "label": "PC1: 42.7%",
            "values": [
-            14.332529211990725,
-            7.642687951185881,
-            8.497198098823965,
-            20.99071081079275,
-            20.246560009534846,
-            34.64941088112382,
-            35.75173549293255,
-            21.141172996639984,
-            15.947164723032866,
-            14.268765164407087,
-            37.512110382447204,
-            23.857105045617573,
-            23.869347220574788,
-            11.665067640206102,
-            18.484540115803707,
-            18.77431054115837,
-            10.241755766482214,
-            28.75809118325044,
-            24.547856117715895,
-            22.89734645439984,
-            17.93100823786355,
-            16.97999004150192,
-            10.415899163826191,
-            15.35103328996064,
-            17.427898358671907,
-            12.463256240546144,
-            7.752478290803671,
-            17.10585440811749,
-            10.499556063889194,
-            16.47152929405477,
-            13.162669999564788,
-            25.28647502076559,
-            25.403709399529152,
-            11.945518083095697,
-            19.999653890497537,
-            15.818081646631143,
-            1.1106827884411812,
-            9.358352050884616,
-            13.946018687583035,
-            21.417895549859324,
-            20.53108192288033,
-            15.857740321048169,
-            19.717861045484426,
-            11.404321915044385,
-            14.327097139897878,
-            4.184139297732231,
-            15.299627652235817,
-            10.457844942521056,
-            18.586381927772294,
-            10.088498821871813,
-            12.103113151249374,
-            21.04638838944689,
-            20.790287565729646,
-            -9.67040021145354,
-            -12.271898971374753,
-            -13.816634963040684,
-            13.392257384213693,
-            16.23538285105128,
-            16.70218026156183,
-            22.619427901497545,
-            12.879829987122061,
-            17.54054030320688,
-            20.162113370443578,
-            21.734138407589064,
-            17.33314898065155,
-            13.069140138417293,
-            8.924007094754531,
-            8.064482691430221,
-            19.397460247125533,
-            20.574526119858113,
-            18.991672869699382,
-            16.579319974729316,
-            23.573359734248413,
-            19.433851457157648,
-            21.48843931351292,
-            27.139045377125832,
-            20.09441162783532,
-            19.194132480989012,
-            18.160603772845676,
-            10.965064482951458,
-            15.013050890110158,
-            6.354343022596781,
-            23.628285200353524,
-            23.565010161656026,
-            10.439796814903481,
-            1.4583454559253504,
-            13.014778462146829,
-            12.406470486007581,
-            14.288485495505558,
-            11.281389485948733,
-            1.3856438569622338,
-            19.582272730830162,
-            10.386228958642086,
-            23.421775883379354,
-            0.2865038638237982,
-            20.254337516976364,
-            7.255814989600932,
-            2.1295259465328673,
-            21.05050662603179,
-            3.18644060639185,
-            9.503483067638438,
-            14.484656053141283,
-            13.47321407779847,
-            23.036442910533637,
-            19.310117058010402,
-            23.932845604696062,
-            37.7810427557729,
-            10.832224684856147,
-            6.872371095589076,
-            13.579663499735219,
-            19.183355229031722,
-            18.24093824135496,
-            6.506857993891794,
-            13.696989859961032,
-            10.56532681827732,
-            -2.854993135356645,
-            -10.644345857617274,
-            14.282512458500491,
-            20.05073948372887,
-            15.015388350074922,
-            20.006549880420266
+            -21.444795118687736,
+            -6.082376549943932,
+            -23.34017140403038,
+            -22.861844656459976,
+            -21.120567462417952,
+            -28.726092222110104,
+            -35.200901027330126,
+            -22.72728252635192,
+            -26.7578063504056,
+            -27.232196102788876,
+            -37.79618595800241,
+            -26.62842237019583,
+            -28.035180519809153,
+            -25.71498633172262,
+            -27.920362262608233,
+            -24.31534866364462,
+            -12.901972228060071,
+            -38.67140949352766,
+            -18.103763763143576,
+            -48.373948189040476,
+            -36.3721168245971,
+            -26.24078245571939,
+            -37.41669561732929,
+            -36.72268201024464,
+            -40.40162267026637,
+            -23.869303873065824,
+            -25.520902006599837,
+            -42.1301294705537,
+            -31.018114780964787,
+            -29.784155082997486,
+            -28.75893190054928,
+            -20.616150900698386,
+            -12.692659675283643,
+            -29.897297734739205,
+            -45.87980268984039,
+            -25.492306104744088,
+            -16.921457428730278,
+            -23.640713904680847,
+            -20.60239802693198,
+            -36.61236782027554,
+            -35.227754148339926,
+            -24.16396727027147,
+            -29.770782881776995,
+            -26.305739827611063,
+            -22.20389898452169,
+            -20.37796561389711,
+            -29.34989067143308,
+            -25.747475904932088,
+            -19.55086332240659,
+            -13.725992127174482,
+            -20.848078984984326,
+            -26.20172821823755,
+            -25.177757471599097,
+            18.699582874184326,
+            6.5053074780829885,
+            15.523611740317108,
+            -22.80577202496253,
+            -25.540232394669083,
+            -20.55811812953006,
+            -18.60222094956999,
+            -14.662932945195951,
+            -24.69818163516557,
+            -32.66700759146184,
+            -18.445437144967663,
+            -21.231737539233606,
+            -28.846345855054235,
+            -19.753493885025307,
+            -19.823866858659677,
+            -24.913871146080616,
+            -17.7152068581215,
+            -19.83906970142162,
+            -24.69481529402806,
+            -21.329310763236734,
+            -22.39556788745817,
+            -17.080197287457583,
+            -26.636227642409956,
+            -25.165119750114403,
+            -22.646248783332645,
+            -16.271503257970544,
+            -21.03962023660022,
+            -17.372101858008744,
+            -12.69679427207109,
+            -30.03835707790416,
+            -27.782322261031105,
+            -23.952238191374946,
+            -25.53616784208174,
+            -24.41168667369593,
+            -18.041867767752997,
+            -25.54274558402036,
+            -16.735531955386985,
+            -10.229089017718078,
+            -9.920339094568943,
+            -7.002741763348479,
+            -6.025745733330739,
+            1.7633060529606823,
+            -11.357888744888811,
+            -21.254049270332764,
+            -20.236580501944907,
+            -9.674119540970615,
+            -9.844638362873816,
+            2.1281832596014243,
+            1.1833730032698773,
+            -17.628201264516058,
+            -0.6546402266343614,
+            -19.32834804901409,
+            -17.942269554413,
+            1.1067714486570774,
+            14.540924014819844,
+            12.868376626534118,
+            -0.8490049620871802,
+            -3.38339199402569,
+            0.9213633945577209,
+            1.2514427182357524,
+            1.1037635020740089,
+            -0.1480610160328596,
+            -7.2948948046642705,
+            -1.7547813308649167,
+            -1.549364169921086,
+            -0.15738470360953855,
+            0.3791459487745042,
+            -25.71667223920043
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 17.9%",
+           "label": "PC2: 19.8%",
            "values": [
-            -0.8104918823997715,
-            -3.5383935924495926,
-            8.941653955536577,
-            -1.4806291036630008,
-            0.4646048685251337,
-            10.129511438524641,
-            17.690466918006102,
-            -0.6626801507603681,
-            9.166649982037152,
-            7.450386507632137,
-            -1.455943760886996,
-            -2.8459593769959297,
-            12.469000813640637,
-            8.118557945191455,
-            -3.8146143816320635,
-            4.31952342512561,
-            -1.3568864889419472,
-            13.420705934652084,
-            24.767953660836888,
-            -0.03063846420119365,
-            10.856745411851719,
-            7.592830813384243,
-            4.445134790227043,
-            4.162436950684578,
-            -0.34773238501501924,
-            -4.742636471936218,
-            -1.850541914424992,
-            9.472585529481396,
-            -6.623266723360079,
-            -1.584482920673526,
-            -6.994052121406513,
-            -4.844852727245213,
-            -5.144676933495157,
-            -1.9420461221602776,
-            5.773498891703266,
-            3.99565324809987,
-            2.3164064227878702,
-            -8.912820234466887,
-            0.18896260209453244,
-            9.496224079558008,
-            9.54153039058828,
-            3.1664538311391706,
-            -6.293693030319245,
-            -8.697142525208726,
-            -5.586088874529289,
-            -15.064825114992983,
-            -11.528243863933636,
-            -7.6019867003564565,
-            -2.5533516465101234,
-            -5.944168939199145,
-            2.141095077915681,
-            10.970167846860662,
-            1.6196143843797435,
-            -10.654407209943225,
-            -6.647676977161785,
-            -8.123007355631035,
-            4.517515865141029,
-            1.289673627983747,
-            3.1182220054714493,
-            2.907356701364784,
-            -1.0968871724656424,
-            -5.537444542630619,
-            -4.551613005374584,
-            -4.718060365627244,
-            -4.299147199956735,
-            -0.8480556221964322,
-            1.2484539870155422,
-            -1.9726020167340046,
-            9.992052276386746,
-            1.0076065783740584,
-            5.187130606918812,
-            -3.4803764781508812,
-            0.8092111843952954,
-            -0.7218640703700812,
-            1.3396605519746947,
-            10.12979902103425,
-            3.0004826481771523,
-            3.5021815376557326,
-            -3.30644413219163,
-            -3.7985262137629343,
-            3.1160876034233724,
-            -7.524407419385691,
-            11.355032246013707,
-            5.689957067483499,
-            -6.82239135157845,
-            0.03579115919456144,
-            -2.6096948251224097,
-            -7.675590164904796,
-            9.550690249176881,
-            -1.5416973687511084,
-            -2.532410940610937,
-            6.496098781934817,
-            -0.5922470871868275,
-            2.5294253572936602,
-            -1.4772646633334872,
-            6.278036034118641,
-            2.7134081076093386,
-            15.183188592141159,
-            1.0049983463800727,
-            -2.91592283601925,
-            -0.013558801583148927,
-            -6.517096567548226,
-            2.1636066505802303,
-            13.517202225032339,
-            -0.8323918991615602,
-            10.091817094672255,
-            25.756168914178353,
-            -8.81332684610447,
-            -0.2464379790320086,
-            1.999569413680897,
-            -0.8375108467603729,
-            0.7842105691224992,
-            -8.615549341624137,
-            -3.0967242617173087,
-            -10.318782425564686,
-            2.967902877879182,
-            -4.795617508106332,
-            2.3204377350786682,
-            -2.375254387430666,
-            3.175909898913471,
-            8.164482382471586
+            -0.7741732686662935,
+            4.999715650437787,
+            -5.196363480863081,
+            4.361088943388937,
+            10.201284130731368,
+            13.703125808399058,
+            10.873209303001865,
+            3.33086562954617,
+            -2.18322451302126,
+            -1.7116204264014332,
+            6.677857696653655,
+            5.5589513342259504,
+            4.5809213904674095,
+            -0.366477253621907,
+            -2.7242349147927616,
+            6.653600734649797,
+            2.516326879094766,
+            4.911987276279562,
+            2.4772793949567706,
+            -1.7677215137582765,
+            -7.023970685469449,
+            -3.19920907805518,
+            -8.372379383879256,
+            -3.738403453872033,
+            -5.8271264761004975,
+            -3.367252571628293,
+            -7.445547309973481,
+            -8.199273149735575,
+            -8.09854434163724,
+            -3.464968195949316,
+            -5.750949929980335,
+            12.70514786559516,
+            16.285297310476444,
+            -6.726576267313787,
+            -4.587902304757172,
+            2.9857870678283622,
+            -6.61132029156386,
+            -3.762699806512492,
+            0.20415003373748286,
+            3.5372430341221834,
+            0.47667975612109725,
+            1.5616786339557809,
+            -0.49024910060993787,
+            -4.6279190156916865,
+            0.17001976197058183,
+            -4.113860198503611,
+            -3.4693832885706315,
+            -0.7873533172109374,
+            6.758462076224681,
+            5.079276214364727,
+            -1.0100071040902314,
+            7.31262930206575,
+            9.40459672215761,
+            2.859449824063019,
+            -6.189751126920463,
+            -2.400886910524404,
+            2.6673066694625787,
+            0.2070160781660899,
+            5.117291467710624,
+            8.998516458207401,
+            5.605706348761759,
+            1.4107687741439454,
+            1.5382332351439338,
+            8.88503693986383,
+            3.953424305980139,
+            -8.622751550575057,
+            1.4581665175699832,
+            -2.2730531891876913,
+            3.855889129992394,
+            12.206244057886234,
+            7.5052658661892515,
+            3.726898260288766,
+            9.7339350811951,
+            8.707898703903144,
+            11.265127260970957,
+            9.955271514063895,
+            3.1425817923685258,
+            4.662699097064223,
+            14.25132101775883,
+            -1.1505596916703702,
+            7.847753440903999,
+            -2.718702379190715,
+            5.56406016363993,
+            3.015634336936421,
+            -4.527508724207939,
+            -11.817774589150908,
+            1.6646804399361161,
+            0.4078598588421828,
+            2.5400333704907077,
+            7.358726902373039,
+            -5.550941862870667,
+            9.417874968514234,
+            1.7671852586850554,
+            14.08830261600446,
+            -5.179409621303153,
+            13.829135602976281,
+            -8.51575341492616,
+            -14.43294625507438,
+            13.168584462674179,
+            -6.306389102366971,
+            11.181612325905256,
+            12.896634885020168,
+            -0.6132312706274851,
+            17.92446371550715,
+            3.148838957296185,
+            8.989508890596145,
+            31.421188778221808,
+            12.23510504051809,
+            10.057735682516338,
+            9.574408039871381,
+            12.74312755772706,
+            12.860282528384378,
+            1.440431795537421,
+            7.405630006663921,
+            2.6883555500025373,
+            -9.416567228252353,
+            -13.046576644579142,
+            10.620789533636675,
+            18.19733645117224,
+            14.635094569060497,
+            0.25005502722235706
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 8.7%",
+           "label": "PC3: 13.1%",
            "values": [
-            3.9160580925914976,
-            -0.44898385135950025,
-            -4.9981441794460375,
-            5.6523702669565985,
-            -0.22584708025125866,
-            8.686815593277673,
-            8.634540287208411,
-            10.758378104878778,
-            5.851157329350546,
-            5.0510391856821615,
-            16.902625942466862,
-            9.347734468236931,
-            6.458273546227448,
-            2.0799362525894245,
-            10.466868326952413,
-            3.4764688236484798,
-            -2.4527285344058463,
-            6.291447749429133,
-            -10.255090384437965,
-            -0.9710363894843703,
-            2.3938176882923674,
-            -3.1552228690833615,
-            -9.558502769651248,
-            -0.4195716075486773,
-            3.8699615000727596,
-            7.607841297912546,
-            1.613136796963954,
-            1.1942675747787035,
-            -4.498244959576938,
-            1.6811046423735783,
-            2.1568549439021147,
-            10.68599654307872,
-            11.881205037198754,
-            2.9339903039214743,
-            -4.373451448052166,
-            -2.02097975631002,
-            -5.65568593827869,
-            0.5490022387274109,
-            1.616679826175159,
-            -2.551834107561884,
-            -0.3589359983438958,
-            0.2853115464086915,
-            -2.0317723526564473,
-            1.155701454855171,
-            -0.7979907483284379,
-            -1.82081539113858,
-            1.7407520977800157,
-            -3.978499879682736,
-            6.708082726588096,
-            -1.9771519770276735,
-            -3.858075863442799,
-            -4.731851611473965,
-            6.021088757624244,
-            -7.610864377709934,
-            -8.162102502610887,
-            -7.501596832324893,
-            1.9387504864775504,
-            1.8422045520466444,
-            2.65469099849782,
-            6.122570408786891,
-            0.8760756718379592,
-            5.392224152715619,
-            7.0686425041689755,
-            3.2097008131383813,
-            6.193760654780283,
-            14.742800895374112,
-            0.7065392436817941,
-            -7.393699078208147,
-            -3.8159585840898465,
-            0.7730111307170207,
-            1.5530582043561165,
-            1.7213622817046628,
-            1.6009807598222974,
-            3.28429363831568,
-            9.169582603956583,
-            3.2391598575112406,
-            10.92630909282882,
-            4.512514629876933,
-            2.0528492276137458,
-            -3.2074757444500754,
-            2.425261213628209,
-            7.3204099245192475,
-            0.16985392055577453,
-            1.7013812013013325,
-            0.6491277743433774,
-            -6.850427916563714,
-            -1.004860258317459,
-            6.023634000881418,
-            3.3294502048984342,
-            2.227995087728103,
-            2.0027939271013393,
-            16.0191289325825,
-            24.69401261472831,
-            14.065156758142322,
-            11.269418260990125,
-            9.545737630782737,
-            12.356160181038257,
-            2.1498064659404705,
-            14.289360707744688,
-            12.276889929725487,
-            7.176950819222199,
-            13.29380411477159,
-            15.39077782624856,
-            8.055165757996193,
-            20.17372252611663,
-            7.351518765348029,
-            7.954174354381655,
-            20.780844832668286,
-            10.813315178808248,
-            8.975887726052655,
-            18.881198929922647,
-            20.36743384822577,
-            20.14903718451248,
-            19.85060221750624,
-            22.73694970945952,
-            8.845985499532876,
-            5.8633880249030845,
-            7.396078472754498,
-            25.046496604890862,
-            1.5150414471000522,
-            5.553512217395722
+            0.004459846348934177,
+            -4.001669340244694,
+            5.626387987485449,
+            -4.156175883776417,
+            0.389698175152841,
+            8.476467498006308,
+            15.963086521934052,
+            -0.5679422523047182,
+            4.90306806209857,
+            5.502061348656932,
+            -4.475697815221486,
+            -0.8092015870702477,
+            12.99678933184784,
+            9.912482208271388,
+            -3.5532599855013047,
+            4.64123322656203,
+            1.0212585468424449,
+            14.256103588810905,
+            9.954319924816089,
+            0.3318600565035142,
+            8.015871793273423,
+            -0.5299482639674171,
+            -0.8196839237023863,
+            2.655474420689293,
+            1.3948073207111675,
+            -2.502508209786052,
+            1.6414799486997904,
+            5.847842219370792,
+            -12.614345186344785,
+            -2.211587143141509,
+            -10.012957090727776,
+            0.11971586897747466,
+            -0.8627708841234956,
+            0.2820246071896019,
+            6.06437965699984,
+            4.355909558374435,
+            3.0605115033398023,
+            -4.485088448337564,
+            -0.5139018274481459,
+            11.2996544555274,
+            9.464329530944262,
+            5.5218415004180255,
+            -9.773547473987673,
+            -10.462832967712018,
+            -10.345047787086964,
+            -12.790007684075473,
+            -15.286573470036824,
+            -10.107931539043646,
+            2.1938671490319237,
+            -4.993933338516498,
+            -1.9957877258076955,
+            9.739732984727269,
+            4.091248370969769,
+            -9.105632805658658,
+            -5.057953568572026,
+            -7.544938402758606,
+            10.462174975859472,
+            3.9007501131737543,
+            5.806436083329392,
+            4.2886909593000615,
+            2.312028459732634,
+            -3.649846656247386,
+            -4.1108063863598465,
+            -6.19795127552989,
+            -2.362204091728013,
+            4.031527407051856,
+            4.161284369012917,
+            -5.770025626893316,
+            9.610033959153732,
+            2.6925387463896864,
+            9.076084824970994,
+            -3.741116629589814,
+            1.4703486433316777,
+            0.48842716160367466,
+            9.544354859533355,
+            7.9078629635899835,
+            9.200514869338855,
+            3.36847790050386,
+            3.8822505688012994,
+            -7.49350154225165,
+            3.1824686846930934,
+            -2.085545732762685,
+            14.425252936715639,
+            4.137179524013694,
+            -5.665386226505833,
+            -1.3771512995859578,
+            -4.240476182406399,
+            -4.348364501129456,
+            13.621338078429188,
+            5.699951375612455,
+            -1.8166859817568353,
+            5.49204644977849,
+            7.991502458031501,
+            9.112043710417979,
+            3.8231336349884923,
+            9.977446564645838,
+            2.2516806836802274,
+            12.590345998418767,
+            7.624955344933731,
+            6.337056020542639,
+            6.402475894297492,
+            2.6323098715230566,
+            11.731842376053816,
+            15.321674688056817,
+            0.01382683094334558,
+            7.171318878734138,
+            27.75909198394401,
+            0.1924465630392138,
+            5.011942053469815,
+            5.194770310969216,
+            6.452528601965935,
+            6.163260820346176,
+            3.1894011834837452,
+            2.7430332102226664,
+            -1.563395610501821,
+            6.899700879726055,
+            -0.5167131000331201,
+            7.638623748038616,
+            10.700135554180898,
+            4.697039036255543,
+            5.226831349718878
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 3.8%",
+           "label": "PC4: 4.7%",
            "values": [
-            -2.1766437471510636,
-            0.4480781782923884,
-            -1.0898223396688649,
-            7.268778987363953,
-            0.6415313373373788,
-            -6.1332103774971465,
-            4.616120400776775,
-            -3.9753491829543512,
-            1.0268496607703235,
-            -1.1561518170809442,
-            0.5233937604288599,
-            2.0111153256536927,
-            -3.238833138153431,
-            -4.833763770501845,
-            -1.8372559933093733,
-            -3.416623903553419,
-            -4.432397594676891,
-            -7.019653901219181,
-            -0.8134236138908097,
-            -1.6702041392836964,
-            0.3998972223987297,
-            1.4959634536157875,
-            4.160387365646797,
-            -3.619632371261792,
-            0.45486292269648376,
-            -1.9331849490133208,
-            1.0149425301851163,
-            1.883460081187285,
-            2.127446987980897,
-            -0.9066126941892392,
-            2.079673472165213,
-            -6.23844686528247,
-            -1.8476323320185357,
-            -6.773903869488095,
-            -5.919074157453013,
-            -5.025616783033454,
-            -8.174986984410218,
-            -11.527743571178426,
-            1.4258610538990424,
-            -1.8406346308186579,
-            -7.129698229009214,
-            -6.829375312277519,
-            0.028916459531506566,
-            0.02326488668708282,
-            -3.8668234449486856,
-            -0.4514546041059434,
-            -1.857747729939586,
-            -3.5565454654374964,
-            -3.173453580124839,
-            -5.566556619026567,
-            -1.631350479461339,
-            0.13524143547102607,
-            -1.0307267513374871,
-            -9.623880494925022,
-            -8.371966189248607,
-            -7.725430053182934,
-            -4.490651591759906,
-            -5.115564744057648,
-            -2.0893340642121903,
-            -1.9570286237581835,
-            0.416743713787971,
-            -2.1634413768337435,
-            -5.772011447744125,
-            -0.005554662239816599,
-            -3.4828498905087146,
-            -9.94357416195084,
-            -3.7383038162018134,
-            1.2520828561905868,
-            -1.126644469581712,
-            -3.061241970991449,
-            -6.328324531833868,
-            1.4540184587315168,
-            -0.7406012574505492,
-            2.0285965693220547,
-            -3.211479656934838,
-            -1.0739816796917463,
-            -0.8270460200595668,
-            0.6643188739717412,
-            3.458004631819404,
-            -5.568588791563796,
-            -4.866933447880493,
-            -10.813228223225337,
-            -3.7113857806346857,
-            -1.8981895118024918,
-            -8.623635469752482,
-            1.871873612379718,
-            0.5354546719802068,
-            -2.3619759853001163,
-            0.03760377238342727,
-            -0.9394683043194318,
-            -8.899339296357462,
-            4.042336943332462,
-            -8.278043672978974,
-            -3.049470159154266,
-            -8.558282764663721,
-            0.3976806481611004,
-            3.820717738009028,
-            -4.321577831734745,
-            0.11698952583983946,
-            -9.081858296572747,
-            -0.5705449255396868,
-            1.547347505651683,
-            0.18885213592003103,
-            0.4701388621678644,
-            4.702324881392711,
-            10.870836538915569,
-            -0.2297088059416963,
-            -8.748327269059747,
-            -9.77942111231914,
-            -5.765758385739923,
-            -0.6514482709653326,
-            1.7028418386182995,
-            -10.067680830238352,
-            -1.1639402245731119,
-            -9.683474974761662,
-            -6.307176369989038,
-            -9.57843150708897,
-            -1.4501417643347025,
-            -7.270960669535335,
-            4.851756250185918,
-            1.5293219616819762
+            0.6749474058549718,
+            1.9513736550870142,
+            -1.7672429833744852,
+            9.443790730061787,
+            3.302843364369498,
+            1.9719774702211614,
+            11.385264470728883,
+            4.9282825770717675,
+            6.320914567550053,
+            5.780752475595266,
+            7.333071715083452,
+            6.9329758396854,
+            3.806750683848973,
+            1.7848597355790963,
+            4.151307737177267,
+            3.52895469158193,
+            -3.530160924994636,
+            -0.6651373669250924,
+            -9.483748799245255,
+            -0.7010755192857044,
+            1.4480031080329434,
+            -1.0915813146482733,
+            -2.0809864448135844,
+            1.2562286496871986,
+            3.741232430197758,
+            4.434884744009549,
+            -0.15816066874010604,
+            3.3521670452834513,
+            -0.5375122710788955,
+            0.09301385011295871,
+            4.851965147833221,
+            4.934633376641945,
+            9.427014040841367,
+            -1.3563536050951195,
+            -4.695054671185344,
+            -2.015802699599246,
+            -5.65128225340915,
+            -7.269541155772193,
+            2.219525003849326,
+            0.18332466425765515,
+            -1.9595127345089283,
+            -1.237600896508544,
+            -3.4407995215545837,
+            2.513425652096012,
+            -0.4780940407849802,
+            0.10013665370167446,
+            -0.000506713022796923,
+            -0.44741543944510753,
+            3.575449345559762,
+            -1.985483720100144,
+            -2.3549406556022663,
+            -0.8929524273546376,
+            6.792849580011177,
+            -7.426123346311787,
+            -6.997899332227867,
+            -5.094214074284025,
+            -0.05678381349245498,
+            -3.0617621122129295,
+            1.3946553077649944,
+            3.185549814316865,
+            1.6674960382124289,
+            0.2973661823622689,
+            1.4862741460585658,
+            1.3110856381725398,
+            3.081885130871948,
+            0.9115193897856813,
+            0.8056615459129648,
+            -3.09986717728839,
+            -3.6132688035048446,
+            -0.2552600941218313,
+            -1.1894992302871705,
+            4.169195405131687,
+            -0.42143117487516313,
+            4.7155402669490325,
+            2.7309083338336677,
+            4.323643224719515,
+            5.246406524043743,
+            5.095036310632597,
+            2.8282559690959057,
+            -3.332370052623194,
+            1.1320956137760596,
+            -1.5015688042034854,
+            -3.5878694846901054,
+            -1.5728398489768374,
+            -3.0804779594571396,
+            -3.3995727550640806,
+            1.689136625446131,
+            1.67175014554637,
+            5.760301206181244,
+            4.617918004984067,
+            -4.074047538659719,
+            17.698912094948355,
+            10.795101808657208,
+            7.286000763216648,
+            -0.4163341344845046,
+            8.837875582773343,
+            11.529335512911647,
+            -1.2820973148272856,
+            9.561874874344612,
+            -0.45380077050664014,
+            6.005528441024082,
+            9.230270369935777,
+            8.105631462022664,
+            7.032272329378661,
+            18.844905350793418,
+            11.87508035110721,
+            8.606458369325045,
+            9.042824478806974,
+            0.31892312379766874,
+            2.5568920106583004,
+            16.237824520225953,
+            17.728634648205823,
+            6.4789856851697,
+            12.133905154513394,
+            8.513567502846664,
+            3.3137685310251666,
+            -2.903666835966441,
+            3.8597950870209092,
+            10.839288423911647,
+            5.963983537214361,
+            5.575396321376292
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 3.4%",
+           "label": "PC5: 3.5%",
            "values": [
-            6.812801267677687,
-            3.7196152201241577,
-            5.915387878407335,
-            -2.359515873408713,
-            1.565704388866675,
-            2.9085593645062877,
-            4.463148131014035,
-            12.196398369652213,
-            12.384434842734432,
-            11.77600545357487,
-            8.173959350586085,
-            10.683632025290612,
-            6.204039394417154,
-            9.971853845768337,
-            7.882225360561104,
-            5.1078315266444045,
-            7.772669097916503,
-            6.08908082231034,
-            14.294815351678555,
-            2.348519410390725,
-            9.663513276867127,
-            3.993526978140645,
-            6.191622513195067,
-            8.731075900960775,
-            7.7609956424393465,
-            7.757898535406653,
-            3.863293769422669,
-            8.769827504627127,
-            -1.9057665936298462,
-            1.0033946839522743,
-            -6.138473793177208,
-            -1.594805969155735,
-            0.007734774990132683,
-            7.959345268540801,
-            -2.316311917245987,
-            5.903445977745262,
-            2.817468973600416,
-            5.804472728350058,
-            5.255448687393654,
-            2.6734214082265026,
-            0.30949525107064807,
-            2.7046092057779343,
-            -1.8426134068646125,
-            -4.785006463336584,
-            -5.092919835243929,
-            -1.9429063520327043,
-            -4.615005588354811,
-            -5.683616512927732,
-            3.590091505534988,
-            1.041060770675611,
-            4.81877972521308,
-            1.2965647242295018,
-            5.038147868098971,
-            1.9044984239926483,
-            5.415082245675536,
-            2.604538472086259,
-            9.086793231321627,
-            12.262087181885367,
-            7.8066470649290505,
-            6.0942745416377155,
-            6.805888676696376,
-            3.866404666173541,
-            5.3122203925322395,
-            5.422188723452256,
-            3.1416980649104893,
-            1.3541650440621973,
-            8.282226199835765,
-            1.3923611789757138,
-            6.613610615749896,
-            1.2705215036902824,
-            3.8485041493930687,
-            4.902799605685996,
-            1.705466756342267,
-            5.226701795852031,
-            5.451682373857134,
-            3.463073772160657,
-            7.52839797349439,
-            5.280275531143445,
-            4.58528092553559,
-            4.084050217468922,
-            7.317469253809759,
-            6.5174947615889876,
-            6.336787228562907,
-            14.3886677927669,
-            4.94969908132998,
-            3.8038160210019556,
-            5.2375521115742,
-            11.591714523804194,
-            6.531346181363468,
-            4.399406355738958,
-            12.526282101340325,
-            -5.839365954694227,
-            -3.720983401778018,
-            -4.5141510337274555,
-            -3.613808946456627,
-            -1.6479969378883021,
-            5.628100512970149,
-            -6.692335268529045,
-            2.5553151899419664,
-            -0.4315194145007398,
-            0.36682274253807823,
-            1.5887050925178334,
-            2.7653516786179813,
-            3.7033795027136613,
-            -11.983708335420674,
-            0.9396505661579588,
-            -11.173738015653225,
-            -5.135797371227762,
-            -5.249164388190396,
-            1.294233384414828,
-            -11.30346738338428,
-            -10.241209427068789,
-            -3.9020286179915393,
-            -6.190547445881049,
-            -7.748698962288128,
-            0.6099638695367015,
-            -3.1374477967117707,
-            -0.6699374195512913,
-            -8.022523159187505,
-            3.3756278747534973,
-            0.369342994538738
+            5.815871574220176,
+            2.474368428395703,
+            1.6374369718188317,
+            -5.154379921928845,
+            -1.258778723513461,
+            7.5291375244494265,
+            -3.3831871854643585,
+            4.23677934205787,
+            2.0634161612943296,
+            0.8875548973719813,
+            -1.1317631615020434,
+            0.7676779746823755,
+            4.812018860690615,
+            -2.8925904558008346,
+            7.012695940403168,
+            3.7355547117860226,
+            4.222126948285213,
+            3.7604850060327424,
+            -2.9199990061409626,
+            2.788084136386895,
+            0.520357651001067,
+            -1.4502777462308925,
+            -1.7440813664739176,
+            4.1660283688423325,
+            2.594060838021851,
+            1.4929394108960587,
+            -7.195173857426682,
+            -2.043836751537523,
+            -0.6672366187062416,
+            3.0000787597600946,
+            1.5412759175384767,
+            4.7763208786928475,
+            2.502985719946643,
+            7.376463972437236,
+            2.172049650662258,
+            1.8899297389051557,
+            8.079282138584118,
+            12.239787847224827,
+            -2.1398901513267115,
+            0.10433639477828582,
+            0.06554526412912226,
+            6.180177157351482,
+            -1.7788214565946847,
+            1.8607197393000132,
+            6.345553096163342,
+            -3.5986485999766606,
+            0.9402759840606487,
+            5.595877907674925,
+            -2.154599254826012,
+            1.0094956523016465,
+            -0.08319844839373146,
+            -2.8876585291632537,
+            -4.925453825487193,
+            8.965625982988021,
+            9.389273558955379,
+            8.123870494719279,
+            5.7504921205823925,
+            3.4277496000834278,
+            -0.4278600944060124,
+            2.8023780921426904,
+            1.5968714262804267,
+            -0.6639855218431887,
+            2.1421730502363316,
+            -3.070386118487569,
+            -0.5456113103002983,
+            13.472330075466143,
+            5.657067369831966,
+            -0.05088373062531815,
+            -1.7559348880995058,
+            -0.5099765546714856,
+            2.1631475923332015,
+            -1.2424052809676438,
+            -1.2652922717810593,
+            -2.8780438123793153,
+            -2.2625541081953555,
+            1.6276590721746085,
+            -1.2332755401066537,
+            3.1423706593294627,
+            2.0607187036192443,
+            4.921697449286487,
+            -3.106896356509823,
+            6.167691500109387,
+            1.5424229014924302,
+            3.2033675301590603,
+            10.269164569286318,
+            -6.22771101117151,
+            -3.6227465785359785,
+            4.499674224506755,
+            -0.6048145868961908,
+            -3.932351100755552,
+            -0.8194603537639272,
+            -0.5946217799896174,
+            14.48884944305055,
+            9.685587094372524,
+            14.969303689139362,
+            0.8535757737805372,
+            -3.4685917376197533,
+            3.266856622564293,
+            2.9780249990423435,
+            12.852692688970132,
+            2.4920785784914865,
+            0.5746238102290521,
+            5.359979661069078,
+            7.259256705395911,
+            3.5169698809823013,
+            -1.564987706119898,
+            9.505956586855673,
+            16.182099362570913,
+            15.432559081532842,
+            9.889101528665899,
+            9.016907925134236,
+            9.184364967696045,
+            13.12513277186649,
+            9.184277033256725,
+            13.984858776765032,
+            12.280605242349214,
+            8.079788253583088,
+            3.7584223511672845,
+            18.429017866892355,
+            2.3725037497523185,
+            4.495972418938428
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC6: 3.2%",
+           "label": "PC6: 2.4%",
            "values": [
-            -2.7656300872338018,
-            -3.159257767514143,
-            -2.119352940293039,
-            -1.5448844014876986,
-            -3.959244037872567,
-            1.1648954000447742,
-            -2.8158509798350253,
-            6.380151310936718,
-            0.1382301229821774,
-            3.4010067684515035,
-            10.838815429112133,
-            2.3459236977643627,
-            0.5149094126498426,
-            1.0118350574148027,
-            0.7700381513162728,
-            2.639923955497068,
-            -0.1839458346027693,
-            5.465156688983686,
-            4.260514705229571,
-            -0.8165420922046037,
-            0.1800067165706988,
-            4.136784722082916,
-            -0.08889964558232369,
-            1.2916924129878322,
-            -2.0720400904664067,
-            1.677367053079844,
-            -1.0474094410348591,
-            -0.21075190918536113,
-            0.09570711631927702,
-            -4.179625529848889,
-            -0.41049094825001986,
-            -0.8392533911754845,
-            -0.30422756340895535,
-            -1.3364847499910004,
-            -1.696033234436825,
-            2.2092902598472826,
-            -2.850357758348288,
-            -4.839610046169609,
-            -2.027903334589363,
-            -1.2924014854582273,
-            4.101286842382472,
-            -0.4568202985620041,
-            5.250603232159921,
-            -3.4251638422002415,
-            0.692929638738025,
-            -0.27222423751660507,
-            5.437781251930481,
-            -1.3284771716913637,
-            3.2688806997420556,
-            3.7943419751156005,
-            3.8502410363470143,
-            -1.3840728462805563,
-            3.713952724524436,
-            -4.279230936936403,
-            -3.66941440141049,
-            -4.216412014113052,
-            -7.541845611826977,
-            1.3655623613795578,
-            -0.4515252209242448,
-            2.829520320315827,
-            -1.7142647383641583,
-            3.1070755774765186,
-            3.0418325876722303,
-            2.883830059903028,
-            -0.009614944703546818,
-            -3.9256652728715844,
-            -1.6657182524337544,
-            -2.9699225018291844,
-            0.230511349218466,
-            0.6984922275497444,
-            3.603711551032066,
-            -3.525466250356079,
-            1.2150365909611542,
-            -2.14855099321047,
-            -1.7383649653173507,
-            -2.295797048319236,
-            0.19541059710466882,
-            -3.1294228306070444,
-            -3.1354469582789117,
-            2.52477533296675,
-            5.414050672363167,
-            -0.10699413389413913,
-            2.1745272743939483,
-            3.9478829572669807,
-            -0.6138346632276692,
-            -3.390478632372202,
-            -1.397059164917487,
-            0.42142927325933727,
-            -3.3280138400972166,
-            -4.625025913461674,
-            -0.06109520614139301,
-            -1.6660605259089476,
-            -3.76663262350529,
-            -4.516477204611346,
-            -6.055945247850341,
-            -3.8633382661026063,
-            4.127143180270747,
-            -7.720144928910849,
-            -0.8232779869215501,
-            -8.143364233800785,
-            -4.73039598105204,
-            -5.261780352735953,
-            -2.7197137417311508,
-            -5.485612193420319,
-            -5.220768025905199,
-            -3.1056740277791497,
-            -8.118084300163108,
-            -4.5745845149895255,
-            -5.902720386709978,
-            -3.657789435976979,
-            -9.259279760941808,
-            -7.444286348462946,
-            -0.7550149767308013,
-            -3.755984868983272,
-            -2.4154375076174395,
-            -12.682966874229047,
-            -6.2116054252594735,
-            -5.697275932966961,
-            -3.509853704902246,
-            -6.089175023189463,
-            -4.161564513114559
+            -4.552528039494143,
+            -3.022401546782657,
+            -3.47223440901645,
+            -12.87187333062406,
+            -5.542281394495856,
+            8.363411083633551,
+            -7.190609605778371,
+            5.84845485693453,
+            1.5157327335385307,
+            -0.8378406106300226,
+            9.731299369877897,
+            -0.08365508618499651,
+            4.145831932346503,
+            -1.7471095695895889,
+            -0.32607973174332416,
+            4.417375070723518,
+            -0.43312245246849046,
+            7.691796153067474,
+            0.8199191189553322,
+            0.9092933993648562,
+            -0.45222057534319904,
+            4.140547131688329,
+            1.383080440165438,
+            0.9986460870203466,
+            -5.583697571037369,
+            -1.86892256459192,
+            -5.140856649845746,
+            2.4850805219930443,
+            -6.769041018899585,
+            -6.2853842866130964,
+            0.19330370031167204,
+            0.8536497154716085,
+            -4.82579527942926,
+            -1.2635940205748646,
+            -0.3485326617623137,
+            2.6265865087895137,
+            -0.6430626902910613,
+            2.463585633360663,
+            -3.567551514078161,
+            0.4420071953918836,
+            6.161513177526727,
+            2.0590481024367646,
+            0.7886977564466477,
+            -4.200343754129131,
+            0.387720027442945,
+            -6.2615707511975325,
+            4.140438691713929,
+            2.8557203308685124,
+            -3.1358170899934783,
+            7.348313577067951,
+            2.7070200200368664,
+            -1.3014715021463614,
+            4.265458472598346,
+            0.19744276488508009,
+            -1.2231035115910462,
+            -4.8583331176151905,
+            -7.185600315120024,
+            -0.337047659750859,
+            -4.712420800771961,
+            -2.441817240149393,
+            -6.1706280169119365,
+            1.2275592978201137,
+            8.149871419201277,
+            1.2144487103628643,
+            1.6629103500771416,
+            5.784804053868319,
+            0.14147711518956038,
+            -5.452603267434162,
+            -4.988567204411824,
+            -1.8693700836204987,
+            6.864559409170661,
+            -4.694045885663826,
+            -5.982585666973258,
+            -4.879109168419406,
+            -6.749562863857619,
+            0.517116945478832,
+            -4.25991145886556,
+            -5.440325613044571,
+            -7.161545927541045,
+            2.0926300463153047,
+            7.233119690278556,
+            5.833001288905236,
+            -0.9039964106218984,
+            -2.3798623153158656,
+            2.976985031363135,
+            -10.10674531028163,
+            -2.5697775677492056,
+            -3.18387784448277,
+            -7.793419856622138,
+            -9.006599283570276,
+            2.4372693179253497,
+            7.26459511689926,
+            -0.09864746225359113,
+            -0.7274857486279367,
+            5.512455676842422,
+            1.1972572669915582,
+            6.297927770563567,
+            -1.7323244868836605,
+            0.843236819658243,
+            0.07712695663671125,
+            -1.9579649161034345,
+            -3.582728339564017,
+            -1.1483876418755248,
+            -3.5097314261412884,
+            0.7335326481325303,
+            -1.0520968650174398,
+            2.646876682349429,
+            4.205025259239311,
+            2.824109633234015,
+            3.2927844026857236,
+            -3.8434303811321224,
+            1.4018510023998032,
+            -0.5209399774261964,
+            3.3189888985809364,
+            3.4825937606877218,
+            2.26850144543159,
+            6.176361821601973,
+            -1.3941244009942495,
+            8.63050487985438,
+            -3.358828133110316,
+            -1.8372108910404392
            ]
           }
          ],
@@ -5047,762 +5030,762 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 42.5%",
+           "label": "PC1: 42.7%",
            "values": [
-            19.403622281840335,
-            2.112770708204475,
-            13.798038053250965,
-            5.799149109796061,
-            14.163548002622191,
-            12.465029849759862,
-            18.914925133578656,
-            16.58355799509259,
-            12.962054291124588,
-            21.667999956594986,
-            12.424718074108064,
-            18.8253605878646,
-            10.943081330088361,
-            19.531189962455265,
-            9.132638090519102,
-            10.198270196861138,
-            17.438114689587145,
-            9.035487201773666,
-            17.75883407211865,
-            14.748818531444162,
-            19.236620047393455,
-            10.534577016549758,
-            9.974993113499048,
-            2.7918725945537166,
-            9.79163052736058,
-            11.022239629192182,
-            14.772410092732306,
-            15.872334780688819,
-            16.8949806281369,
-            13.590017381164131,
-            5.67667234961352,
-            11.77574026630876,
-            13.89644970847785,
-            2.315929425898786,
-            8.246808663746018,
-            2.6130171748592312,
-            14.800417306477572,
-            17.834489141562727,
-            8.712937221250659,
-            25.47069772378685,
-            10.085449857609625,
-            7.172958678838768,
-            13.42652531100114,
-            11.776878617752072,
-            19.437924081631486,
-            14.899743884086693,
-            12.420013775753986,
-            11.090789612163514,
-            -1.470679668497744,
-            10.181016173582442,
-            26.295695146245713,
-            24.20452589855516,
-            22.684649606468895,
-            14.81441770028834,
-            19.357058823726902,
-            8.868787814899395,
-            18.07494704207588,
-            15.514497934229016,
-            13.956680761903321,
-            12.291781475809104,
-            13.145113598387931,
-            14.695253008524,
-            22.10119089667603,
-            21.143485079168453,
-            15.881232948202316,
-            20.510718004961262,
-            9.088088675921803,
-            18.50617488236074,
-            26.450746528284498,
-            22.474333817086904,
-            19.433629286904946,
-            29.746326570752018,
-            11.08560676269701,
-            25.636659272501145,
-            15.793748664272293,
-            12.4092919468462,
-            11.886042628166727,
-            11.542615861713045,
-            9.312752287443782,
-            9.443697458087383,
-            20.289885799633776,
-            13.81945392423814,
-            10.273695368651625,
-            15.021040122504044,
-            5.0309946987423295,
-            10.20069862418709,
-            16.438537395336038,
-            6.836398226394337,
-            19.59307641449557,
-            17.69436421741975,
-            17.464909661138716,
-            19.47286642885307,
-            22.460913154031275,
-            10.313930778322636,
-            14.099586885057825,
-            13.502245699763261,
-            10.833142234305777,
-            13.687170230334685,
-            5.913326164782688,
-            -0.4907687776225207,
-            21.255281640022908,
-            23.044702073682657,
-            3.850716061909873,
-            6.218791143705236,
-            8.216360787839577,
-            8.758548912382505,
-            9.56799128223097,
-            3.4360751656220625,
-            6.457454873980443,
-            20.52213858717672,
-            4.338675848233439,
-            7.69839420591223,
-            30.0417746447081,
-            16.213408784011534,
-            24.356578259193697,
-            22.09425029863867,
-            16.28934252133,
-            19.96831786680629,
-            33.32950554409529
+            -21.738282668592944,
+            -1.5504232341906374,
+            -10.29754297601069,
+            -22.16784213251961,
+            5.725307543073058,
+            2.294494464846002,
+            2.5823428254691674,
+            3.8222428823942476,
+            -9.417470128557603,
+            -29.23562337548323,
+            -6.188751368864795,
+            -4.247470787494082,
+            0.48496814870438465,
+            -11.419604319464693,
+            -1.6367981983361877,
+            2.0609413702739845,
+            0.3314773553657602,
+            -14.133232268143416,
+            -6.575927718615315,
+            -10.244920226851693,
+            -21.150616713325526,
+            -22.916439642452254,
+            -21.46363557176455,
+            -32.46880883301672,
+            -18.897344237454213,
+            -7.7322573713689025,
+            -0.5224722778862243,
+            2.919783712272453,
+            -4.553256778662345,
+            -4.333764692665046,
+            2.7147925893718416,
+            4.563190931117585,
+            6.561288695384754,
+            -2.6366266633777027,
+            -6.669584906560916,
+            -15.49395893196245,
+            8.686725850425526,
+            -1.441075046664916,
+            5.245123130496399,
+            -6.926112224642848,
+            9.732578846812622,
+            12.94417274102255,
+            6.072447138131916,
+            -10.592864005474157,
+            -14.929433459425523,
+            -5.009130737846195,
+            1.7930987435657126,
+            -16.732068132406635,
+            4.996838113964482,
+            -22.604263100093895,
+            -5.012364499418235,
+            2.5886001991250254,
+            -6.6233917104911315,
+            9.708715337531668,
+            3.467570694984469,
+            -1.5359116770753363,
+            3.7171549975044686,
+            6.888783271909039,
+            0.7528033057071937,
+            -5.0362373371963125,
+            -9.628138888372499,
+            -0.3112437475850365,
+            1.6176442456521123,
+            -7.985951785022083,
+            -1.3322161553832095,
+            -0.6474777145859585,
+            1.245527872322138,
+            3.6245889863365983,
+            -0.9079642323668862,
+            -22.413112975068167,
+            0.013841966528949534,
+            -5.468999080254405,
+            14.45571658199842,
+            -3.1925137184064765,
+            2.8030998830310727,
+            8.730585959702559,
+            7.116985116647667,
+            2.1061617206934216,
+            10.989982358841688,
+            5.422199865331947,
+            1.2133641391261976,
+            -0.2431897646059631,
+            -3.684363024307931,
+            -10.396808984075248,
+            -5.29563555914076,
+            9.077689627061936,
+            2.2829727054148186,
+            -0.12675142802917472,
+            -3.9867833482452806,
+            0.540110481138819,
+            -9.12172165082687,
+            -0.2632431627077376,
+            -9.995910541383253,
+            -23.422978351952295,
+            -8.499666970608853,
+            -23.366868655846297,
+            -14.961086669523663,
+            -4.391286012565268,
+            -16.004639366006074,
+            -22.81306489411668,
+            -31.09717697586794,
+            -24.814714443461384,
+            -8.046658681596695,
+            -1.5214594122620844,
+            -14.740473851394775,
+            -4.991751106979718,
+            -24.305671104434765,
+            -1.3485524930781967,
+            1.4161504667745686,
+            0.2648601066471866,
+            -27.549086178182073,
+            -17.234905554928943,
+            -2.616839885347224,
+            13.730887703770922,
+            5.69181178018796,
+            12.800795409777802,
+            10.147450910538613,
+            21.329460411672706,
+            -6.463707589446817
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 17.9%",
+           "label": "PC2: 19.8%",
            "values": [
-            -5.692133818368072,
-            -6.064272770183398,
-            -1.7609798231481275,
-            -6.480716398109512,
-            -5.686783688292741,
-            -9.300743921072451,
-            -8.183507872569361,
-            -2.763612910376305,
-            1.6316225614970545,
-            5.34694721649297,
-            -12.699468129104446,
-            -6.099614621457193,
-            -11.80943495082301,
-            -2.7835290733218336,
-            -3.614722665432582,
-            -11.389167836989952,
-            -7.7347414154799266,
-            -7.850713443650499,
-            -5.852724374794694,
-            -6.287575569451922,
-            0.931865498869201,
-            -2.263774954775489,
-            -20.341284220299883,
-            -10.343343355403137,
-            -15.319420333512005,
-            -4.933363140571699,
-            -4.902935498823286,
-            -2.3530027471171056,
-            -10.294378593871862,
-            -8.826402705881307,
-            -12.532664926836977,
-            -11.40470185403106,
-            -12.243563482090131,
-            -8.572999475566139,
-            -5.820273314082227,
-            -11.921525829485006,
-            -5.48978328078871,
-            -9.097787874130441,
-            -7.339291992611292,
-            0.6029183343856461,
-            -6.4079478203619615,
-            -10.022190531190407,
-            -12.29793049578642,
-            -8.550612621613663,
-            -2.0440127140865694,
-            -10.861962798930278,
-            -10.144033926841846,
-            -17.23780532367784,
-            -9.213814989150455,
-            -9.333147462937069,
-            5.6187622231089165,
-            -2.746349594323263,
-            0.25119984397231715,
-            -2.9730018581069286,
-            -2.1642223220607,
-            -14.787086491302873,
-            0.2208590833360733,
-            -4.376301372543206,
-            -14.51943430731989,
-            -3.5557862657049935,
-            -8.650334922762418,
-            -8.471971805624186,
-            4.115648903220077,
-            -3.5181061145691706,
-            -3.176769429154533,
-            -3.7512058099681638,
-            -4.970068608964352,
-            0.8745818680452966,
-            2.2283707536190005,
-            -1.8192886728373483,
-            1.5377064588439426,
-            2.7409670410383793,
-            -5.941121865160639,
-            -0.28711608989630855,
-            -3.847990791995475,
-            -11.580594339473393,
-            -12.442815017460742,
-            -10.67214955398795,
-            -11.538022649549951,
-            -9.867636089036854,
-            3.5170826325397004,
-            -12.793860926744872,
-            -14.66258385313349,
-            -0.2587812246103629,
-            -8.642407695865202,
-            -6.922472240922492,
-            -3.192701443260987,
-            -6.598671556858756,
-            -4.185035649530011,
-            -3.4135186617359667,
-            -1.972109755871064,
-            -7.637036284984007,
-            -0.8422181459802897,
-            -1.7189962767962,
-            -3.237938560223224,
-            -7.7074830852954115,
-            -8.37050564574054,
-            3.5037914863115605,
-            -10.635430218420854,
-            -1.3844374279042477,
-            -1.6776262404037658,
-            1.9777910414090627,
-            -7.175809931711077,
-            -12.093557989528879,
-            -9.09609896793305,
-            -1.569883162179956,
-            -2.356146390532386,
-            -10.376809634559097,
-            -9.621548895234099,
-            -10.695839752731047,
-            -5.360603168479748,
-            -3.4098957948244344,
-            8.975466989276708,
-            1.0961369529233167,
-            -7.804925708543246,
-            -3.1420359642540996,
-            2.130438526283089,
-            -12.67381145284099,
-            0.8227164740024449
+            7.826473447297523,
+            9.010930177769449,
+            10.187639973452535,
+            -0.6469190351900126,
+            22.999333307277958,
+            20.39963742631101,
+            24.372521591011903,
+            21.12826247455604,
+            13.068117311315092,
+            -4.300712711989834,
+            11.972282613111684,
+            18.90704863138661,
+            15.003920636030806,
+            14.143531751928117,
+            16.566470249215183,
+            16.14622135832186,
+            20.208364750020195,
+            8.912212716277464,
+            16.157709752235135,
+            13.437652897078273,
+            9.493313756820095,
+            -0.7791200232902603,
+            -2.3774972814810593,
+            -7.518430766909274,
+            1.2122620635265253,
+            8.456549219220522,
+            20.035697369725415,
+            24.057490750127904,
+            21.501608020217134,
+            12.826811350449761,
+            11.744634415908989,
+            18.984021194676362,
+            23.016707626138626,
+            9.192858728307227,
+            9.70939475832642,
+            -2.6837304973812017,
+            29.567581838437537,
+            24.97305218980523,
+            16.890368166983727,
+            25.980033204449946,
+            21.51131166621775,
+            21.67853387567717,
+            23.535501038023153,
+            7.644620764181159,
+            8.527209883543794,
+            13.652448935585085,
+            18.488198401538085,
+            3.7405454170052153,
+            5.6643136327386765,
+            -1.9132933039293882,
+            24.321519808967572,
+            28.800665067033115,
+            19.762418367583116,
+            26.493743774487378,
+            25.43156809288773,
+            10.466326298208042,
+            26.5139193977868,
+            23.817229279212157,
+            18.268354725737403,
+            12.275105562801162,
+            11.39945415739296,
+            18.03357699920376,
+            25.370807692935223,
+            21.40759647736312,
+            18.63882491541643,
+            26.35533102598224,
+            15.256593642195018,
+            25.7663662373821,
+            23.361295580861793,
+            9.014295864704419,
+            22.429536665748568,
+            26.463023985483655,
+            26.62007773613528,
+            25.176248944829055,
+            20.213185665600832,
+            20.893111597876555,
+            19.816752577935283,
+            18.618193802470685,
+            18.989140034013143,
+            17.182211851619677,
+            25.962616472135494,
+            15.383199578324465,
+            9.996640381077796,
+            7.058903638842185,
+            4.934381707995896,
+            21.355722417691197,
+            21.605565366301853,
+            8.168158831731322,
+            19.0697503667538,
+            20.660586321505562,
+            13.498687255039082,
+            21.257293176144334,
+            19.835686817215546,
+            -1.6674507949327495,
+            12.684151367576622,
+            1.0739226298008135,
+            4.880451506368022,
+            15.17576192041648,
+            3.165846277710602,
+            -7.301042959942419,
+            1.4602717621098276,
+            10.494636542415716,
+            4.977932094280293,
+            9.2876024770882,
+            2.51798817171421,
+            11.16564341303204,
+            0.2933973651089008,
+            8.684725677940104,
+            11.397599226145628,
+            21.08301655976959,
+            -8.106371454689867,
+            -5.182544827138365,
+            32.5963277561224,
+            27.480278706906162,
+            31.15354692845809,
+            35.819491137400625,
+            20.22914158030993,
+            34.91522234660232,
+            29.102131195013996
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 8.7%",
+           "label": "PC3: 13.1%",
            "values": [
-            -4.352702244237481,
-            -14.776905742577604,
-            -13.18358425879017,
-            -8.838215312915516,
-            -11.125716885883502,
-            -11.64895155611935,
-            -8.093652811097883,
-            -1.0750214452794502,
-            -7.161656717050818,
-            11.757307978971314,
-            -9.521577374092088,
-            -2.2958161171930787,
-            -7.57957828717389,
-            -9.543845772752178,
-            -10.377921197751693,
-            -8.522651651843038,
-            -9.555552509903025,
-            -8.413701969428875,
-            -7.709383846611283,
-            1.4751614498367949,
-            -7.446319813415608,
-            -6.987107826017092,
-            2.6687448080194094,
-            -10.29550509358114,
-            0.40538471425568234,
-            -16.67540544639411,
-            -10.661991964948685,
-            -14.338574136162064,
-            -7.069060993761666,
-            -12.243721419689887,
-            -9.70610111884335,
-            -4.042256589044049,
-            -6.289444609531182,
-            -13.38354014313601,
-            -11.546857689980945,
-            -3.1613287841902573,
-            -7.248028238516005,
-            -4.796793379187683,
-            -8.69209862717074,
-            -5.492844885628353,
-            -10.084340210223825,
-            -7.0412538934203734,
-            -1.8224938955243641,
-            3.7214943684187856,
-            -6.022647664150817,
-            -10.541090208054676,
-            -11.441526001062254,
-            -0.6399331666476837,
-            -4.900181118296153,
-            -8.625993721509015,
-            -11.715264970547889,
-            -8.631902869097287,
-            -11.251463963579262,
-            -8.230767117726758,
-            -10.223871919694673,
-            -4.626940532879335,
-            -9.261906124163323,
-            -6.433897600820117,
-            2.1248461142502544,
-            -9.867936168413186,
-            -7.412205148662601,
-            -9.96808232502854,
-            -14.097471388100283,
-            -9.261778529630675,
-            -7.199020430079915,
-            -5.941770424082909,
-            -13.142127410923926,
-            -8.685945016453037,
-            -7.436920641505369,
-            -4.11881035198242,
-            -12.29637345887672,
-            -8.934439152570462,
-            -13.041512336809408,
-            -6.03918685016567,
-            -4.035636282272753,
-            -2.1464581157228535,
-            -1.2761203610190686,
-            -7.2939635050867615,
-            -5.302208956533007,
-            -8.515228883354675,
-            -9.444911066301556,
-            -0.879937584664682,
-            0.7075635230313693,
-            2.367767129267998,
-            -12.208152697348538,
-            -10.150195878461837,
-            -13.282203934129239,
-            -5.5550291791927275,
-            -4.209982400272137,
-            -11.265347813493294,
-            -7.158121527796995,
-            -6.251034865013431,
-            -9.390174456845832,
-            -5.092387436740656,
-            -11.605282592427562,
-            -7.534650437327317,
-            -4.7615150779707305,
-            -17.57377958560984,
-            -9.625690367877471,
-            -13.959718681737755,
-            7.733260291564879,
-            -4.075541000364089,
-            -10.884797373451184,
-            -11.844352942890437,
-            -9.395220196296043,
-            -12.723347865776306,
-            -8.397789389312928,
-            -14.803315166127959,
-            -6.225005884292891,
-            -1.83172630583377,
-            -7.501583955496441,
-            6.537396849163428,
-            7.5848022844971945,
-            -5.7883361060892025,
-            8.214781326091181,
-            -0.23108180799948508,
-            4.986394448007828,
-            3.078493914206971,
-            1.138146962227536
+            -10.250020876283878,
+            -7.178863452433419,
+            -1.7842764126432469,
+            -6.551299508726377,
+            -5.977890935501206,
+            -8.78268601636088,
+            -7.992262358919458,
+            -0.8123582679830688,
+            4.095950150055099,
+            1.4666913677754425,
+            -15.23678948232783,
+            -1.2273395231500033,
+            -8.371868965880685,
+            -6.02041588974377,
+            2.2078833804935365,
+            -7.489725458998425,
+            -6.385986631060565,
+            -8.116203899489266,
+            -4.3663803522124525,
+            -4.023495578817297,
+            -2.430403915434357,
+            1.01793434584679,
+            -24.152161098315602,
+            -9.320454892888456,
+            -18.313714500667828,
+            -11.246725009250966,
+            -9.03218289340057,
+            -5.163990511378495,
+            -15.150414363329237,
+            -14.272658667222466,
+            -11.168910021027862,
+            -14.062888504350143,
+            -8.320748464183307,
+            -9.480933804711057,
+            -4.753381310557445,
+            -9.29148919941914,
+            -7.855049827125688,
+            -8.177581591720148,
+            -8.039695854275518,
+            -2.3318984932779196,
+            -11.235954951648734,
+            -9.306448890629998,
+            -5.5859292250905455,
+            -8.407226452048231,
+            -5.483598934924808,
+            -12.357519653928073,
+            -12.742779380877376,
+            -18.651690306493006,
+            -5.904122444449293,
+            -5.154475907690776,
+            3.4071875418844484,
+            -4.751705744778583,
+            -3.8288821577184065,
+            -1.6731405234301735,
+            -5.168558221903485,
+            -13.5614844712128,
+            -2.0442077615477436,
+            -6.394482671398764,
+            -9.121245762825449,
+            -8.649872501293617,
+            -6.943175752884645,
+            -8.892964271656364,
+            -2.646369149447045,
+            -9.21988539242652,
+            -5.323681253270799,
+            -5.77124739131024,
+            -6.063858539867349,
+            -0.3484076702758464,
+            -5.377661129521025,
+            -8.315524677098143,
+            -4.8693439479885,
+            -2.0422244348051906,
+            -6.7826043269314376,
+            -7.19724591290896,
+            -4.310091015880182,
+            -11.931623266870467,
+            -17.91869631252226,
+            -13.288872624867434,
+            -9.958991532889833,
+            -9.173213718191548,
+            1.6278675467719106,
+            -13.320642308065338,
+            -11.551197700683975,
+            -1.5831748804588759,
+            -8.698327473489192,
+            1.7548688095553968,
+            -5.345228414112313,
+            -5.927891925441777,
+            -4.2865895501393885,
+            -4.254308851901218,
+            -5.109340018481735,
+            -2.9563477339601394,
+            -3.005581883437268,
+            -0.9360919670108907,
+            -6.170934969650242,
+            -5.776470956125148,
+            -6.8996292918265185,
+            3.534440763181605,
+            -7.801974428534115,
+            -4.024790198452321,
+            2.4039255340941277,
+            3.3691492319763667,
+            -3.023346479614866,
+            -14.024831442911074,
+            -10.73534171047272,
+            -3.2635783852852214,
+            -2.383577012876391,
+            -12.661191811545628,
+            -9.078775122283076,
+            -13.561679395836027,
+            -3.701415473101848,
+            -3.1622306968224896,
+            11.808968479025975,
+            3.3050747230672184,
+            -3.626004707438644,
+            0.1863142387338001,
+            6.274631684723676,
+            -11.19989100364208,
+            -1.9525095892976205
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 3.8%",
+           "label": "PC4: 4.7%",
            "values": [
-            7.573783300596363,
-            -2.6989698079333104,
-            -3.017600341514727,
-            2.19433045133043,
-            -2.2273942982827135,
-            0.2654615513054692,
-            -1.4022110006359663,
-            4.544984602685149,
-            -3.9141310877274034,
-            -3.3232368232831933,
-            -3.942184217004854,
-            -4.734684721559432,
-            -1.314764177388699,
-            -0.5103691037608535,
-            -2.311466498769025,
-            -5.9521170422544305,
-            2.7528861452570976,
-            -2.07524547965755,
-            0.4377602198450359,
-            1.1904576934040003,
-            1.1123186670832172,
-            -7.098042360395583,
-            3.942372739768884,
-            -1.4468403431925934,
-            -0.2586420310812311,
-            5.740469484846536,
-            3.15651165384585,
-            3.809601618536574,
-            4.325259725927686,
-            2.382949629126415,
-            -2.5626389590534533,
-            1.5698789677003637,
-            -1.6958911452540402,
-            -3.141018075437486,
-            -3.648417344481398,
-            -4.24567319209123,
-            3.929412106283073,
-            3.6571242246463083,
-            -0.3278658969041752,
-            4.657822013989979,
-            5.042157197885459,
-            0.28835271035086674,
-            -2.255064637251328,
-            0.266800936509596,
-            -4.322952266445559,
-            4.287075873339859,
-            3.5736356375838705,
-            -1.1578702538549956,
-            -0.2680087408292615,
-            -4.0497555789678445,
-            6.295666751874364,
-            6.052999340246597,
-            5.704970321409872,
-            2.850081981366307,
-            8.643546632972306,
-            0.6490424692968257,
-            4.314859082438084,
-            2.328977586701118,
-            0.23635688042531378,
-            8.693498351175528,
-            0.732216292521743,
-            -0.7151222336499706,
-            8.480823968034843,
-            12.286160091762934,
-            -0.7680671354159144,
-            4.946943136506493,
-            -1.5106348714450095,
-            5.726534120444066,
-            7.498562199181032,
-            1.1505903062607472,
-            10.474312648384057,
-            10.205919058558615,
-            0.747075672401309,
-            6.879674237083448,
-            0.31215789417542894,
-            3.51619194714959,
-            3.237261706189572,
-            -0.8371731734332148,
-            -3.74860889505441,
-            0.7099776413003672,
-            7.656765388205017,
-            2.7044774344581732,
-            -3.2535765228553073,
-            -3.9470383959765707,
-            1.0073426539719212,
-            -7.272989443734973,
-            4.9455368411126575,
-            -0.9212944030040429,
-            -1.7113727050507135,
-            0.7991097638701339,
-            -1.2063630426314866,
-            -5.275272395718721,
-            4.125730592538635,
-            -3.909013354879333,
-            7.210422285908819,
-            -2.161214935383547,
-            -5.62749788411999,
-            4.399723650969165,
-            -7.200521903686518,
-            1.2681574934749782,
-            -0.7583486358828266,
-            6.909848749781991,
-            -7.987729583088376,
-            -1.3418111229415737,
-            -1.6927420835442528,
-            0.7732234696746834,
-            1.1073322168112083,
-            -2.7627263173383803,
-            -1.6389085031060069,
-            0.6980267446337266,
-            -1.575115508066682,
-            1.320276964179636,
-            12.9446759078545,
-            3.9925277267834822,
-            8.480323731587763,
-            11.019275967564237,
-            1.9358597811556848,
-            5.717250126079697,
-            6.680794801693571
+            1.177632215432161,
+            -9.319378731221434,
+            -14.261511405625164,
+            -5.266676961353218,
+            -10.398879334593207,
+            -6.714651664936842,
+            -9.007782063551193,
+            4.719280163305676,
+            -5.099320564639915,
+            5.651579785409865,
+            -11.147882171642367,
+            -4.830130572410366,
+            -8.876149188842046,
+            -6.751657839708798,
+            -8.965768178097427,
+            -10.270770381635192,
+            -7.614077970353199,
+            -5.115172816325593,
+            -7.6766275271951585,
+            0.8653974483354678,
+            -1.6207211948300295,
+            -14.221205897287653,
+            3.7185668763625457,
+            -7.867590203442216,
+            -1.3994991679191013,
+            -9.483355000880342,
+            -0.7879088539473422,
+            -3.771732094679251,
+            0.9078403832538648,
+            -7.972450494280385,
+            -8.186195649367534,
+            0.4015253244832895,
+            -6.980087459088305,
+            -8.116225965397192,
+            -9.806084589561344,
+            -8.200451193380278,
+            1.7933123988831605,
+            2.4898571168528725,
+            -5.831344177795068,
+            2.1571447667292305,
+            -2.676829547986683,
+            -1.6956894961172817,
+            -1.8958377010580454,
+            -1.461273457084785,
+            -8.645373933516215,
+            -5.909066600567326,
+            -7.405995801271538,
+            -2.792054517946111,
+            -1.7932124631051716,
+            -15.562696776140506,
+            -3.5677589423457783,
+            -3.0194571165326685,
+            -5.058404208747106,
+            -1.008801575246971,
+            -0.4361070845308926,
+            -4.663345922171358,
+            -0.26818674496505823,
+            -1.2415270881172351,
+            -0.22728491312122634,
+            -1.4205135370890773,
+            -7.63355655320252,
+            -7.931662189914212,
+            -3.970590427860558,
+            3.816098083239863,
+            -4.194765603519168,
+            2.21146764744646,
+            -8.545017888922942,
+            -0.2495384380591203,
+            1.0911582462260303,
+            -3.6278855842365814,
+            0.5707115318161247,
+            -1.2255827802832988,
+            -8.108938217646221,
+            2.794902555002292,
+            -1.1531828300326987,
+            -0.25102005850244224,
+            0.6251848745697766,
+            -3.378493874494006,
+            -7.2738589995041245,
+            -4.3747049410382015,
+            0.13820906644943143,
+            -1.0000070229311633,
+            -4.107755497875282,
+            0.33078490855720133,
+            -9.54156898505122,
+            -13.486934523420596,
+            -6.522596089604441,
+            -6.480925707737363,
+            -3.104647297651466,
+            -6.791010566795257,
+            -4.898802326585984,
+            -9.619602493501885,
+            -2.856798777573306,
+            -9.231939440467704,
+            -3.220914708379958,
+            -12.214487754967923,
+            -10.674926022732244,
+            -9.429459209367263,
+            -13.29363996746687,
+            -10.852618411729027,
+            1.7809897799983312,
+            1.641266747719259,
+            -11.235308704126282,
+            -9.777608261214876,
+            -8.430378853166552,
+            -6.70706515387133,
+            -5.640333747230474,
+            -14.113634195013935,
+            -4.935036906578572,
+            1.4319626565539973,
+            -7.1725482622396175,
+            7.125660192978401,
+            20.844745902178403,
+            -0.47922199500538454,
+            11.142434177190855,
+            9.361773391960684,
+            5.822948778248739,
+            8.353353236988465,
+            5.960512787319622
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 3.4%",
+           "label": "PC5: 3.5%",
            "values": [
-            6.795167552080497,
-            -0.4640224879356641,
-            4.2117515624914255,
-            4.683164546327707,
-            -6.182563346104973,
-            0.4151589592541638,
-            -5.326073738095133,
-            -6.895454260161932,
-            0.044980463445334205,
-            6.013628477737726,
-            -1.4137263705211187,
-            -4.358225690289158,
-            -6.630976103483795,
-            -4.0993377646244085,
-            -1.1911147281338008,
-            -1.570890028389897,
-            -0.40532078976683467,
-            -1.1724182108786696,
-            -6.090231167076639,
-            -11.245150203421627,
-            7.876675087449544,
-            0.12602523963771503,
-            -9.094327662917474,
-            6.9324033859618615,
-            -10.220890685851495,
-            -0.25846240516174585,
-            -5.066128028072141,
-            -0.9663406399817243,
-            -2.635196028108933,
-            -0.6436752051130691,
-            -1.525531417372078,
-            -9.273095549678516,
-            -4.78760736366809,
-            -0.013317177845053877,
-            1.3570331704816667,
-            3.3369727951106576,
-            -3.629345786211788,
-            -3.0277487404025933,
-            -7.006864629131808,
-            -2.105756736170245,
-            2.2660813078172657,
-            -5.586061175177508,
-            -7.031569578006979,
-            -12.887115258942393,
-            -1.6906464933400192,
-            -0.38811758483334047,
-            -2.304957958395858,
-            -4.791474974788912,
-            -0.7023040524771157,
-            2.848904821694757,
-            -0.4196159141238686,
-            0.11689143448600459,
-            -0.8251442082365674,
-            -4.908620007474553,
-            -1.7178745806041982,
-            4.840015822390029,
-            -4.367364039971548,
-            -7.973466134393554,
-            -13.767915834706434,
-            -3.395545616961797,
-            -1.746753886560387,
-            0.4261575900661827,
-            0.7173420934997777,
-            1.6140701554219476,
-            -1.3172301768266883,
-            -5.187685733050459,
-            2.088071329709691,
-            -4.554039971692719,
-            -0.8250143719866408,
-            -6.897684761719175,
-            3.7674101396907185,
-            2.4595692479501996,
-            -4.382511652032042,
-            -4.147740459121453,
-            -7.140962683007371,
-            -7.857717759902819,
-            -4.707194693218519,
-            -5.34409980292725,
-            -7.094928233281181,
-            -6.877981329138137,
-            -2.0364250493070397,
-            -10.070158909550386,
-            -11.514131480779328,
-            4.629199862319323,
-            0.5606473289623616,
-            -1.4729162323210967,
-            1.4605609518885005,
-            2.097157785044053,
-            -5.543643956834832,
-            1.2895139186810134,
-            -2.819087394050447,
-            -0.8948700455783439,
-            0.29692221417101894,
-            -0.825198569486407,
-            2.362882896533612,
-            3.2173773538853494,
-            1.034047124773793,
-            4.782198775698495,
-            1.9189652842117013,
-            -0.3930304296585169,
-            8.6385486073006,
-            2.523839382043679,
-            -4.782400650347165,
-            -5.202580296988493,
-            -6.206056981207049,
-            2.7504940882178484,
-            -0.08116829497164693,
-            0.42861390754335965,
-            0.3333666555026751,
-            -0.33569172059220503,
-            0.36282707266636643,
-            -1.0692001139908944,
-            -4.855548986493762,
-            -3.646049565910946,
-            -5.422477246745545,
-            -2.145145562450495,
-            -0.6147404196471902,
-            -8.395565666324908,
-            -6.3083951914528695
+            -4.364668500229535,
+            0.2911774266269446,
+            0.8959416808579805,
+            2.60903700553248,
+            -4.488930096494092,
+            -0.8141880411853263,
+            -3.2632995024447045,
+            -3.525825411960197,
+            7.68147869536672,
+            7.114909420199787,
+            1.7274892583668495,
+            3.8968266928227155,
+            -3.786879155782846,
+            -3.061402012926989,
+            -0.44036619402739885,
+            1.4938950595986478,
+            0.43427690041320194,
+            -3.751008565122387,
+            -4.305780584499277,
+            -9.196660196176051,
+            3.9186337859050067,
+            -2.3292621929795847,
+            -3.9180732650077896,
+            3.970004132720579,
+            -6.997245202778547,
+            -6.389031605840143,
+            -6.198796647348638,
+            -1.3251602137690048,
+            -8.428854611380604,
+            -3.1068322798405825,
+            2.082519152014147,
+            -7.9969352620741665,
+            -2.9886132575930757,
+            4.457131897624353,
+            2.61488157627219,
+            0.9539795921038319,
+            -4.408226002979354,
+            -2.330009727768262,
+            -3.8801652811024,
+            -1.4811791639764735,
+            -6.59102092654528,
+            -6.012389237302408,
+            1.4079685834674156,
+            -15.591086333012946,
+            5.834116415298253,
+            -1.1422709720331068,
+            -6.4561241158233695,
+            -3.8131949177006623,
+            7.574464257569376,
+            3.0387763240343553,
+            -3.6192209720056954,
+            -3.8329726943318536,
+            -2.5690863477699812,
+            -3.4047923011313745,
+            -6.190764704060533,
+            -1.7458880757071706,
+            -4.164006925801937,
+            -4.633004618835305,
+            -4.6895626925818785,
+            -7.2994541240958455,
+            -1.1907510379327202,
+            -0.5968094440020657,
+            -7.176152066524777,
+            -5.907883903289252,
+            2.0222248843121755,
+            -4.570595825718509,
+            0.18635483464219463,
+            -4.2635998557094235,
+            -6.598375795810483,
+            -4.564474715362233,
+            -8.303784275908788,
+            -1.5343024918718458,
+            -5.182137432278827,
+            -1.0855156898208487,
+            -2.4958785180694427,
+            -7.478755517023884,
+            -9.233528388392987,
+            -2.421786499214923,
+            -2.680703312896243,
+            -1.820908787348689,
+            -3.723701153218761,
+            -11.064887665044497,
+            -5.4380177651712875,
+            2.2649796880217306,
+            -0.24018998606501094,
+            1.6525689509470325,
+            -4.124045421121491,
+            -2.075375942286409,
+            1.6698201448793033,
+            -2.4517755213678565,
+            -1.3150751878075662,
+            2.835663239327288,
+            -1.5439079962260682,
+            2.531943572922224,
+            -2.4679447336219993,
+            5.486077027506885,
+            -0.032111384427342085,
+            -4.146239344879511,
+            1.181992785024609,
+            -8.854594250938234,
+            -5.632302683161482,
+            3.4316371335436737,
+            6.058323242948591,
+            -5.558035944551555,
+            -6.214929906190262,
+            0.3069422449555519,
+            3.519162564554518,
+            -5.228464767017249,
+            -0.746627997729923,
+            -0.11699280768621856,
+            -1.7539929897881334,
+            6.9455269672766695,
+            -3.280107814483987,
+            -0.09488990635760329,
+            -2.7188945409831207,
+            -1.8028516757886017,
+            10.808954600691811,
+            -3.076288214979632,
+            1.8047312804050668
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC6: 3.2%",
+           "label": "PC6: 2.4%",
            "values": [
-            1.1740525137452598,
-            0.6194522995624296,
-            1.4116979452333707,
-            -5.738350427581665,
-            1.9664694101469808,
-            -0.2919817835271673,
-            1.378905606750184,
-            -1.0001430840514098,
-            -6.399397258886863,
-            -0.16963745913637268,
-            4.50833079993023,
-            2.3772385224362553,
-            1.289613032801864,
-            2.159061143956561,
-            1.1673075789099039,
-            1.0320816326797433,
-            -1.9955973100895341,
-            -2.789507645879339,
-            3.941092499509458,
-            9.151460913116399,
-            2.450907274688111,
-            3.6473890079026665,
-            4.273714121202266,
-            -3.741168244452658,
-            6.220520688396557,
-            -0.19408944783903823,
-            2.236320165240667,
-            1.8204615960165993,
-            1.7811675076164577,
-            3.87675746424305,
-            -1.9207111507635095,
-            8.526336389178926,
-            3.943571151328981,
-            -4.76048127162867,
-            4.812747131792236,
-            -2.0374400916460758,
-            1.8249139143816318,
-            -0.8658133425587913,
-            1.8802138355417803,
-            -0.31688052353898505,
-            7.457348357065514,
-            7.476167384941426,
-            4.41385928326326,
-            7.472069921159433,
-            3.5606128417935827,
-            1.342814155995613,
-            2.2281932872906163,
-            0.9652375910915142,
-            -1.2884939351264797,
-            -0.8394272929609746,
-            -1.1566472159021417,
-            0.5842009771741354,
-            0.5627923338667818,
-            -1.0323883043772988,
-            0.3073221901282677,
-            -3.4163299366541895,
-            -2.2225494714289513,
-            2.575434614046635,
-            1.1309092052438847,
-            1.6983714940739192,
-            0.3180478310977318,
-            -1.1246101286119632,
-            4.9044496672368,
-            -2.1383560641240864,
-            2.764634557039705,
-            2.914218864148363,
-            -0.3362342414379309,
-            2.0283676329159417,
-            3.7071245527389203,
-            3.8429344147438877,
-            -3.529092488292079,
-            0.6333031165831989,
-            2.677492649979236,
-            2.7064580865032637,
-            2.097274709811909,
-            7.073715683391287,
-            7.542516317610304,
-            4.9574451227193705,
-            2.940436128003915,
-            2.1458489242721908,
-            3.0611019927221332,
-            10.854617807143583,
-            6.137142666324331,
-            1.273689937112697,
-            1.3118507915901296,
-            0.06918185755825025,
-            -1.3395113291531535,
-            6.821629609012828,
-            0.6234052050315874,
-            2.4619186737334537,
-            1.8804402544118883,
-            2.2933933568466767,
-            -0.3655981452031235,
-            -0.7986225631447255,
-            1.9800345873708247,
-            -1.1364971129262806,
-            0.5908739212542092,
-            -2.1472822099135023,
-            -0.7808299905396946,
-            -1.0123532242741202,
-            -3.813019632265686,
-            -2.9693479566674417,
-            -2.41043439481379,
-            1.2588831853359785,
-            1.7368327041242508,
-            -0.8431785739727582,
-            1.8520951764851736,
-            0.428769558539,
-            2.065877347357987,
-            3.784036576871056,
-            -5.269033847597604,
-            -8.233033077042089,
-            -7.549791360767359,
-            0.906123483011288,
-            -4.499769449939621,
-            -2.818009007177712,
-            -3.8622579890691675,
-            -1.6043144223870915,
-            -1.9761230940578045
+            -1.2841490549129229,
+            0.8039064021515583,
+            -3.5644236851336144,
+            -5.5984184468477975,
+            0.29064843706654125,
+            -1.6377349019535479,
+            1.804932653338964,
+            -3.0451738041378555,
+            0.4661666482850023,
+            4.451145711231115,
+            2.1625077666853585,
+            3.073950736822176,
+            -1.5070439058104566,
+            0.17823804884140487,
+            -0.7168225578996983,
+            0.6600349286223246,
+            -1.1652849988435654,
+            -0.1673214324464747,
+            -0.5408188511411045,
+            2.9499939823309416,
+            5.505532231191528,
+            -2.7158319440307097,
+            4.738699219443545,
+            -4.500642164976329,
+            1.2612898524862959,
+            -3.5210738044561922,
+            2.3677718371365195,
+            3.838597483327252,
+            0.8450837623463512,
+            0.5405889709314264,
+            -0.7968464125139706,
+            8.102378995254364,
+            1.953051474664074,
+            -4.692019796248363,
+            2.7287360854814766,
+            -3.4125573494711046,
+            3.187762583103597,
+            2.2536024190301545,
+            -0.5774011072853251,
+            -0.9419105452148839,
+            2.375608193297439,
+            4.955443818232611,
+            3.9756289430964853,
+            4.266313267562676,
+            2.4400189275014825,
+            -2.154647579819699,
+            -2.686909846854162,
+            -0.8813452258933298,
+            -3.2420212202106744,
+            -9.085245067673773,
+            -4.948817832506662,
+            -0.5806698437003572,
+            -1.7459535601791676,
+            -1.2043767919797228,
+            -2.6680966086773115,
+            -7.085496784807075,
+            -0.6672238152454963,
+            1.7118948277595736,
+            -0.31370607372194587,
+            -1.9256169378917074,
+            -5.0834150166399175,
+            -4.461630655584225,
+            2.594412005425901,
+            -3.4000481239663425,
+            0.6193928849736393,
+            2.4060898163663973,
+            1.2494590100558571,
+            0.6528355113541345,
+            -0.4579998704254576,
+            1.3988042816305213,
+            -3.962576574419585,
+            -3.624301927874775,
+            4.290834221785457,
+            2.7814350031061563,
+            7.700613593950205,
+            5.415505699833524,
+            5.174646327988897,
+            5.43748345246755,
+            3.2079004014241352,
+            2.6535863787732605,
+            0.4215426754041559,
+            5.217018442123337,
+            4.80604204890297,
+            2.052738172420721,
+            -3.2064075109647017,
+            0.09451726244153416,
+            -0.2322026899765767,
+            2.3824518088053557,
+            1.4128911543897071,
+            3.0748229529353788,
+            1.6572147117413616,
+            1.2722212154321826,
+            -2.210163643235973,
+            -2.4129618504394883,
+            -4.015948071893362,
+            -2.12628805500043,
+            -1.1701982875072696,
+            -3.593187922766033,
+            2.8050256669390876,
+            -3.1238987729189125,
+            -8.976750450709458,
+            -2.108932963455903,
+            0.11037814625710013,
+            -1.1449333129812325,
+            -1.6962457111378726,
+            -1.7046089943624048,
+            3.653526827530494,
+            -5.700974194749434,
+            1.196537518554144,
+            4.909433427668053,
+            -8.078725723318769,
+            0.9816691482664798,
+            -7.622323551856103,
+            2.570163689504739,
+            -3.4520981834596913,
+            -0.11691720295710947,
+            5.112906978530399,
+            3.2849110687778627,
+            1.757153497109053
            ]
           }
          ],
@@ -5825,234 +5808,234 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 42.5%",
+           "label": "PC1: 42.7%",
            "values": [
-            -16.681919153031615,
-            -11.296893276411879,
-            -5.455369691536223,
-            -1.8329579148372783,
-            -6.4751794295070555,
-            -11.031525230244867,
-            -15.716645491000397,
-            -7.488901659579707,
-            -8.917148357040848,
-            -5.387218561287919,
-            -7.875151590417475,
-            -14.444904870628807,
-            -16.19563059270942,
-            -10.757213022263052,
-            -9.796588505080477,
-            -12.205891308309283,
-            -8.32787716762199,
-            -4.734638802587958,
-            -9.798380279568008,
-            -11.334200785749445,
-            -17.894668324179523,
-            -18.174394364804165,
-            -16.907361441101074,
-            -11.557613880503954,
-            -10.0855990324363,
-            -4.717415942790337,
-            -11.369680787048875,
-            -19.62475748590959,
-            -14.186143620626542,
-            -11.783881210736023,
-            -3.9799058107685754
+            15.873838635006214,
+            13.803709247141658,
+            -14.845721814919973,
+            6.806978803237822,
+            21.005354853456982,
+            13.396035999178174,
+            6.572268471452626,
+            15.684030344563604,
+            3.2533179996077406,
+            30.45936252047654,
+            -12.652659232264035,
+            -7.395052778023448,
+            -10.103400678985015,
+            4.471997277214081,
+            8.502230922836034,
+            23.573309701131734,
+            8.662719318460331,
+            36.703197484032486,
+            11.209976997676822,
+            27.60874648994035,
+            2.6120128539988157,
+            -3.323431034859098,
+            -3.179211465667006,
+            1.1507509368631577,
+            8.531462314423038,
+            3.2710382730928895,
+            29.65255523851731,
+            19.004320318424597,
+            21.05746609217737,
+            3.6515131605507394,
+            24.55081786676145
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 17.9%",
+           "label": "PC2: 19.8%",
            "values": [
-            -2.4866964760553727,
-            0.5827084616970761,
-            -6.584790126959794,
-            -9.843204474701432,
-            -1.735037112093135,
-            -3.5203890971439935,
-            -0.3648528115117955,
-            -10.917437959041518,
-            -8.137481841552493,
-            -13.17666462701792,
-            -16.0340516466598,
-            -12.249309450814785,
-            -7.044110888655938,
-            -12.35485172204314,
-            -16.541870907670287,
-            -7.365893206475485,
-            -4.305005599332729,
-            -11.727679282920416,
-            -16.17806090479052,
-            -4.301600076456077,
-            -7.38751015486325,
-            -6.083325694074893,
-            -9.485794812327878,
-            -13.649810256624965,
-            -11.455826284271044,
-            -10.14553057600989,
-            -1.2441429122295307,
-            -0.9462311260941736,
-            0.8661076293733264,
-            -3.9148123998510487,
-            -5.53122749805992
+            -5.453164783310735,
+            -1.2771195605277468,
+            -13.040740581335488,
+            -0.2670188814295817,
+            8.390201862206302,
+            -0.7337331483509664,
+            -4.099144489768786,
+            0.8145694556023436,
+            -7.148984569229558,
+            9.479857061000736,
+            -14.796995267320012,
+            -15.566323444630465,
+            -19.726439050254147,
+            -7.349554474566252,
+            -5.906579149425993,
+            2.8345836213777433,
+            -5.446439243311124,
+            14.968667990894728,
+            -6.45367627172072,
+            7.060159770065952,
+            -18.636804951762443,
+            -22.095299810643738,
+            -16.06365470632843,
+            -10.86882171315655,
+            -3.93957284171421,
+            -1.0448616233722698,
+            9.040617887493339,
+            -6.511838183779156,
+            0.595728503914029,
+            -8.994996072775939,
+            9.808090438780646
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 8.7%",
+           "label": "PC3: 13.1%",
            "values": [
-            2.6185924659809556,
-            -1.018407303529048,
-            10.225681931958816,
-            19.904646500675078,
-            -5.616410932343824,
-            3.1163211888804714,
-            -7.100892494915584,
-            10.551856369121449,
-            4.838372227757695,
-            1.460753556288361,
-            5.05695512014473,
-            -1.716539092530606,
-            -1.4635000834508833,
-            2.2482965254834832,
-            3.5841306523773815,
-            -8.108271926005097,
-            6.777793172685909,
-            2.979251246941288,
-            6.357240783287284,
-            -7.6652734147395645,
-            5.264964247602477,
-            6.50843019057861,
-            -2.8950354344450377,
-            3.775356067187089,
-            -5.462830714200916,
-            -0.46155422978483257,
-            -6.650470731976192,
-            -4.352703555432485,
-            -3.793486004612836,
-            -0.3050314264329532,
-            0.25496446419036234
+            -0.5433366573868368,
+            -3.000119071249643,
+            -9.836863846427665,
+            -12.964207486133265,
+            -3.3428910841548314,
+            -5.760873801991645,
+            -3.895424467729387,
+            -12.747564353881012,
+            -7.319982070143226,
+            -8.84818596485944,
+            -13.64027632812369,
+            -15.396760375013102,
+            -7.491958765295293,
+            -7.9864115334214905,
+            -15.407849775224236,
+            -5.482784715713187,
+            -3.2058143136308943,
+            -11.169455136945832,
+            -15.207661832516504,
+            -4.193529758610927,
+            -7.544495620243899,
+            -3.6430765316863774,
+            -10.817023487040696,
+            -14.628045922789983,
+            -8.295650998485709,
+            -10.455033199788454,
+            -2.9985538408984462,
+            -2.249405433570206,
+            3.1458475275655284,
+            -4.481156420993597,
+            -3.77955798963593
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 3.8%",
+           "label": "PC4: 4.7%",
            "values": [
-            3.6762665008616078,
-            6.766644662762168,
-            6.123733287812233,
-            9.780139022029173,
-            4.524486048893658,
-            4.787873377486053,
-            3.648982237328458,
-            5.464958411607075,
-            5.614366012423148,
-            1.7358535797936918,
-            -0.014460968870127822,
-            -3.766067808118958,
-            -1.1991938525729064,
-            -1.7058724674915315,
-            4.003989070100161,
-            -3.437928065904411,
-            5.2237200002062,
-            6.5474677003094905,
-            -0.956728047335869,
-            1.937080285692793,
-            -4.499993516026979,
-            -4.179867939580983,
-            3.7174903088048725,
-            0.7447393315798223,
-            -2.3962108946888008,
-            5.263364517421521,
-            2.9231726924067627,
-            5.719908570946161,
-            2.229494715575124,
-            3.196495047941754,
-            9.547705280158665
+            7.424821008187061,
+            8.221436737456237,
+            12.28221133216309,
+            22.650625074254066,
+            4.291120349494836,
+            11.270917564169785,
+            4.810491561149483,
+            17.562549330296193,
+            8.840396598207592,
+            1.078263847026233,
+            4.370453721913975,
+            -0.03693194397339794,
+            -0.6816482070378009,
+            3.2049396035926296,
+            4.111117755937647,
+            -4.307895630803895,
+            11.13313296529564,
+            10.946702056757273,
+            4.946689085852389,
+            1.5652468121634944,
+            1.0593179258013368,
+            2.361916747908445,
+            3.965867916114169,
+            6.390516579190688,
+            -7.281357834942804,
+            6.2878801220981435,
+            4.0413476140848825,
+            -0.46395887290547366,
+            2.407614879582605,
+            5.344161077591,
+            10.304302934701767
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 3.4%",
+           "label": "PC5: 3.5%",
            "values": [
-            -0.1283063713900702,
-            0.38143405864212854,
-            0.8543002575797355,
-            -3.7600804208584995,
-            2.385453430153325,
-            0.6070860582841603,
-            0.9319586319699327,
-            -0.1411742222920248,
-            -1.6096741738729843,
-            -2.8300671472675822,
-            -5.474244116933185,
-            -4.094150542766461,
-            -0.42615083257252084,
-            -1.7275787751535507,
-            -2.8449158937252665,
-            0.19302357919142785,
-            1.437828406076573,
-            -0.5641951570270887,
-            -0.08400948879488705,
-            0.18476066027971905,
-            0.6179924567773644,
-            -1.1351875448605788,
-            0.30198351714256,
-            -1.2532164417618834,
-            1.3775625239131852,
-            -4.0107207886394045,
-            -0.3738303926183886,
-            0.08158311282873078,
-            -3.8505344237072916,
-            1.5822323940194407,
-            0.9003545899065515
+            4.9251213750340535,
+            4.6895074137734145,
+            -0.09842800180728031,
+            -0.5674036655782965,
+            5.025340292206416,
+            3.630803719589024,
+            6.374662310343248,
+            7.626513099268895,
+            1.3021568442152438,
+            5.46608451237632,
+            4.359669225584986,
+            2.4949362923887097,
+            6.045796493449864,
+            10.692677916937473,
+            8.269253786263986,
+            10.34444357420103,
+            9.211051689940506,
+            6.79674913955318,
+            6.480501382959571,
+            4.589686028534456,
+            3.5397908087659364,
+            5.035067673040088,
+            2.648701174183138,
+            7.311274639825695,
+            11.324092094604437,
+            9.13853043979234,
+            1.859559363002929,
+            2.540249667197962,
+            3.0859198860814017,
+            4.023981696270249,
+            5.008901445895473
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC6: 3.2%",
+           "label": "PC6: 2.4%",
            "values": [
-            -4.357256773342994,
-            -7.729013711273134,
-            -5.2216531136481334,
-            -5.4398592099452365,
-            -12.305627577556272,
-            -8.177296232482782,
-            -5.675296891091547,
-            -9.07596603922799,
-            -8.317932390031267,
-            -10.30121516941709,
-            -7.416101082904636,
-            -6.7178377327023036,
-            -4.729148340497778,
-            -7.506239007834563,
-            -7.903397122826476,
-            -10.371903864095446,
-            -9.04913319865811,
-            -5.231457614774617,
-            -7.746948531750676,
-            -9.796542376799318,
-            -3.583295613837255,
-            -7.2049922201199035,
-            -4.751859481831092,
-            -8.42056202413112,
-            -8.98676964512599,
-            -7.812353808290694,
-            -7.629435537275462,
-            -4.864725739113075,
-            -5.577830298073223,
-            -10.443103339881866,
-            -10.159666880593742
+            -5.8639934722632665,
+            0.11202389228326153,
+            -3.696474620783203,
+            -2.8011922796384363,
+            -3.3756870919851725,
+            -3.557727407850726,
+            -1.99611824668207,
+            -6.908312520202255,
+            -4.860721957879254,
+            -10.415650649321394,
+            -1.9489926616815478,
+            -0.35644380511986123,
+            -3.3616294461266696,
+            -1.9803571552370347,
+            -11.193390177402895,
+            -1.49883514087989,
+            -3.1051067223646465,
+            -1.646804880921162,
+            -3.4560421535781467,
+            -4.92432791913792,
+            2.845439980080905,
+            -1.5883757484764942,
+            -2.8170783373877573,
+            -5.837636066125408,
+            -7.828774817763585,
+            -2.786959697366561,
+            1.9282203447825383,
+            -8.463809427244554,
+            -3.436291413388985,
+            -2.3285139863469206,
+            -7.034618531297319
            ]
           }
          ],
@@ -6075,690 +6058,690 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 42.5%",
+           "label": "PC1: 42.7%",
            "values": [
-            -7.900747032988724,
-            -14.236430087722049,
-            -14.881142565966856,
-            8.185992224233239,
-            -9.35839628334074,
-            -15.08408507237451,
-            -14.89201483884963,
-            -10.511293868206662,
-            -5.526822278742043,
-            -19.66681040829703,
-            -9.740688500051156,
-            -6.371459307153175,
-            -13.208046867663398,
-            -10.453885165768408,
-            -11.646130459986443,
-            -15.740567938868473,
-            -10.724731504722048,
-            -16.65724413489272,
-            -8.870988414022133,
-            -13.702496653823188,
-            -18.85110760161824,
-            -7.507836184472188,
-            -8.587527071236536,
-            5.377498168574093,
-            -6.309368600426573,
-            3.4415204536627195,
-            -3.4187311109913985,
-            -19.029588369725076,
-            -12.501262919785843,
-            -14.94624656443327,
-            -18.420885400490686,
-            -18.323990700353985,
-            -11.85355172475099,
-            -15.783218300560305,
-            -16.700742648686553,
-            -14.567187667586742,
-            -16.33149803517134,
-            -18.428060397654217,
-            -15.511260259148962,
-            -14.270999543450772,
-            -14.817336777120417,
-            -8.488105670856552,
-            -22.355276516515307,
-            -8.846962647557769,
-            -6.391677800395032,
-            -11.387958252786824,
-            -12.47847252958988,
-            -10.185952269079017,
-            -9.883202763175763,
-            -2.0133816641705575,
-            -7.755917342520793,
-            -12.996125575649284,
-            -14.788432672851808,
-            -7.830113753537813,
-            -7.066838249339037,
-            -24.570581924459894,
-            -12.691552101148488,
-            0.1684012490284288,
-            -17.421243223598765,
-            2.2611097361548924,
-            -12.913139798265307,
-            -5.357826175116285,
-            -13.266412117897467,
-            -12.434733256327208,
-            -1.0635539195819115,
-            -14.139994118794416,
-            8.863345351243343,
-            18.406614424614776,
-            -5.853527648553441,
-            2.6511320198910266,
-            -14.934291131725868,
-            -3.5704986701270784,
-            -7.064094592611723,
-            -8.212426154794864,
-            -1.7928814738483354,
-            -14.206226863285657,
-            -12.867919827079241,
-            -20.09985598195333,
-            -25.061878458328735,
-            -29.10278402415135,
-            -6.2692867696998125,
-            -10.444686396461545,
-            -21.05388366428948,
-            -22.89917320104677,
-            -15.825107308449315,
-            -22.477324876553176,
-            -26.96223497656853,
-            -18.49788336522248,
-            -24.906346325367586,
-            -19.53976086749695,
-            -17.14867000355328,
-            -17.407631966891532,
-            -11.101667042486516,
-            -12.798049562157697,
-            -17.684908425832276,
-            -21.079279697387353,
-            -15.748780552679376,
-            -18.141612910711025,
-            -18.32634523528215,
-            -15.371226094707144,
-            -19.927539835047508,
-            -8.793898342168665,
-            -15.64530932661723,
-            -7.481090802758926,
-            -11.673959658393965,
-            -9.737808387349144,
-            -9.245947532262072
+            4.42983076615973,
+            22.842145217026854,
+            -1.4994216095536856,
+            -19.913839620393162,
+            29.193246721399277,
+            -4.954841383219032,
+            23.575691258073032,
+            18.101179238858187,
+            8.360670323707348,
+            -12.246107711448413,
+            13.172527386324003,
+            -14.14740730631468,
+            33.89272720280264,
+            25.11919878109787,
+            -13.329777775888031,
+            -13.606484773983826,
+            22.85988496271569,
+            -24.770339346878245,
+            -12.128448068352228,
+            40.25293577245765,
+            0.7047177765433339,
+            20.46379747236278,
+            -11.808438032727643,
+            -8.37709896895074,
+            -11.565632068392699,
+            -18.095559828508403,
+            -22.029816220079912,
+            32.10365497294874,
+            21.155607341674468,
+            22.630824489691953,
+            29.210870665430136,
+            26.679353782988013,
+            -13.259782782449141,
+            39.79113581749084,
+            -3.3297858872505928,
+            28.403308599040432,
+            30.445055986616282,
+            29.47481786085234,
+            28.797795312811065,
+            35.85089573279143,
+            7.16377212608036,
+            -7.988037801781658,
+            -5.2848364044823395,
+            4.635371829842967,
+            -9.079629657933435,
+            -4.502820214692924,
+            -12.41942265797098,
+            -11.916338539749969,
+            -4.5218003974651175,
+            34.331898082863795,
+            -7.145293952766494,
+            33.37119667536839,
+            11.63549338476677,
+            30.774333018363617,
+            -4.933297846008218,
+            22.48596148791747,
+            -1.851189090433448,
+            28.253814569969677,
+            23.166236366637953,
+            -4.035059148114853,
+            28.387891218048118,
+            -11.175737142678598,
+            -6.954665676899717,
+            4.293457015322471,
+            3.494337767247469,
+            -2.4866007578954594,
+            -6.548916514666811,
+            22.184457082630168,
+            -13.218729185241735,
+            3.6405862595610348,
+            -5.778074615830129,
+            -2.6391627681392933,
+            4.624336697711588,
+            -14.303028171911677,
+            -10.137328269378973,
+            25.503457376549882,
+            14.897297533762984,
+            4.36820704551391,
+            -2.7887744616600694,
+            -3.9004259460750816,
+            24.36084663800235,
+            31.553041870192786,
+            2.6092241356374353,
+            -0.05635242433314097,
+            -4.76995456411521,
+            -6.707717475348076,
+            -3.0510523698656584,
+            25.539036341036386,
+            -2.447865592997411,
+            24.444119826743737,
+            34.40255384671168,
+            32.58350297644551,
+            14.236509501007184,
+            27.998497799583483,
+            -8.890843066285308,
+            10.70679769102896,
+            -4.9293015550833825,
+            12.78311741283174,
+            34.67050844793877,
+            32.35434059978705,
+            -2.1607119847933203,
+            12.275648111671355,
+            -7.304729856859253,
+            8.117477166821441,
+            -8.021362081119035,
+            -11.108802805581348,
+            8.459386469186537
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 17.9%",
+           "label": "PC2: 19.8%",
            "values": [
-            18.919995269865193,
-            9.701143954425625,
-            -0.2386112802513436,
-            8.975598772878007,
-            21.77508642972416,
-            12.155070128869626,
-            21.941448585611653,
-            27.081498264702283,
-            0.35395336545172906,
-            6.5152550517054975,
-            8.063820909617041,
-            7.835647051494222,
-            11.6535430212538,
-            16.0880249577356,
-            30.243585139576297,
-            14.83637549269717,
-            31.98861429520331,
-            17.928288524848057,
-            26.607436784327575,
-            32.35496800350661,
-            4.31212637661411,
-            22.144925606683813,
-            19.209264298071382,
-            27.29584744322463,
-            17.552918781900917,
-            2.5408980468946005,
-            19.605235335670784,
-            25.684133464550385,
-            20.329887026304963,
-            15.386680057538095,
-            24.181932508025312,
-            21.744049916182377,
-            19.774753700499865,
-            14.49449080175656,
-            10.59041617899231,
-            11.773439567535156,
-            31.288880697754287,
-            28.696198736217934,
-            26.987489300369425,
-            21.660974445280573,
-            -0.1468472948980296,
-            0.19433920974056829,
-            0.9960163615139334,
-            12.085714706764406,
-            9.229760429734942,
-            17.312033291766404,
-            6.127701615773333,
-            5.647476789476855,
-            2.861973300479522,
-            18.736687481017032,
-            10.154734911285814,
-            8.24209441142698,
-            -2.953596079257325,
-            21.504633673708305,
-            21.821442734644393,
-            9.477709392780596,
-            20.57293927039004,
-            23.396632931790602,
-            23.60272169830288,
-            22.968875404692294,
-            27.204224760258167,
-            13.113537893207361,
-            19.169992596245965,
-            19.516430291751767,
-            13.255246226888374,
-            0.5107563612740406,
-            11.270393504314931,
-            35.06455788410068,
-            20.81404085264694,
-            22.75166155160022,
-            12.020963751451132,
-            34.31332498091387,
-            20.57700798851869,
-            28.421681920175168,
-            28.3930572181606,
-            17.8150917653637,
-            1.3025017509000263,
-            -7.247972587663433,
-            2.1530640390380595,
-            10.190534905687215,
-            0.5459561302514571,
-            14.21490559146433,
-            9.447572876977134,
-            12.08363012214338,
-            1.1098906053174122,
-            5.773178849137752,
-            5.899488176837009,
-            16.015356601185626,
-            3.3036944432975726,
-            16.65611707395691,
-            19.898347306889175,
-            20.392857797121994,
-            -2.940388354997953,
-            17.216969010590443,
-            6.934474813878473,
-            17.855913427998555,
-            -4.422213412858078,
-            12.997784458263743,
-            22.69816012035653,
-            22.243441749522972,
-            6.34221289240787,
-            5.056244622048658,
-            3.6310537016254685,
-            10.80687760475136,
-            14.086759386883816,
-            6.164101307138273,
-            7.7663721232734675
+            -4.417653338791717,
+            -2.527040450269319,
+            -16.53876683401698,
+            -10.800990475798118,
+            3.713024876739976,
+            -16.94254915889894,
+            -0.17795859510487344,
+            -0.4163796923370775,
+            -4.186857492236581,
+            -23.545733047037757,
+            -6.046993289432944,
+            -15.540752180819183,
+            3.165166289796333,
+            -2.8357683788623245,
+            -19.89746166125288,
+            -20.54327467795848,
+            6.145007016568179,
+            -27.764691889366162,
+            -17.768551552435746,
+            11.22635119789457,
+            -16.479813334794407,
+            8.810863081477164,
+            -17.176957225955263,
+            -10.951201046236676,
+            -17.354864734830375,
+            -9.557929686118069,
+            -15.948101492718399,
+            -1.955131242217466,
+            0.8207741967845663,
+            -5.823827984229182,
+            -3.199710252907358,
+            -1.2781677657460064,
+            -18.3523426417311,
+            5.379307148717299,
+            -12.817879408982023,
+            0.4876303346266868,
+            2.4592225306152655,
+            0.8298392116115069,
+            0.5375977905598357,
+            8.417712733852298,
+            -9.140920739855396,
+            -15.289443821814283,
+            -26.20506341760087,
+            -8.871038885983076,
+            -14.845752045812407,
+            -16.32994274129785,
+            -19.363574224519578,
+            -16.850946061917934,
+            -13.854389860479316,
+            12.977913622249783,
+            -12.875487871493725,
+            3.1700118311072973,
+            -9.829407034242664,
+            7.529943125407029,
+            -7.312207861055956,
+            -10.372386594903091,
+            -11.751844570536921,
+            18.8884597978483,
+            -0.7249443241317126,
+            -1.8776657244885064,
+            4.168256278617834,
+            -11.184933394236902,
+            -12.932971475089152,
+            -8.407347176358794,
+            -1.1383908311512496,
+            -15.242565839736669,
+            4.680027426437839,
+            19.528802977476175,
+            -20.611900998250572,
+            -1.8324560460388513,
+            -17.201228226902547,
+            -9.585838884019566,
+            -9.191981669604031,
+            -21.707909627184726,
+            -16.072126406851083,
+            0.08339819411183025,
+            1.4689936933602377,
+            -19.86852180969253,
+            -23.796699013595088,
+            -24.753481569533626,
+            6.595979648662463,
+            7.289566509293046,
+            -18.20670315425894,
+            -19.898338967762008,
+            -15.656951940566678,
+            -23.586683297444136,
+            -21.57951022111115,
+            -3.0898803370270276,
+            -23.36046072695565,
+            -5.2193823724782344,
+            4.200182993266405,
+            -1.4642288143670215,
+            -3.073072582140435,
+            7.23259521671663,
+            -20.504915673590325,
+            -12.797022334979161,
+            -19.266857580519986,
+            -9.575938375185377,
+            2.2557027668956833,
+            5.201889773719539,
+            -19.475019281962695,
+            -6.221176685531876,
+            -20.778189343173636,
+            -9.2197786930945,
+            -15.99699069917633,
+            -18.02182561217426,
+            -9.705416521427418
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 8.7%",
+           "label": "PC3: 13.1%",
            "values": [
-            -1.7604264592263132,
-            3.8638947795504714,
-            2.473417949564354,
-            4.496111672407371,
-            1.061596289634073,
-            -4.1014311619135135,
-            -4.847051019530076,
-            -8.856776099911658,
-            14.197114741506324,
-            0.5534390841555901,
-            4.964286171758113,
-            1.3159790935852258,
-            0.44879249363792195,
-            10.04955719647131,
-            -0.9644627664818755,
-            -4.519202993787872,
-            -11.172082526564507,
-            -1.904148049824725,
-            -2.70511396128998,
-            -11.879199414019055,
-            -3.3254376724999086,
-            0.38212826692638613,
-            0.5015934564368614,
-            12.960519173883402,
-            8.944138099778622,
-            6.086282338897705,
-            -1.6155312984775447,
-            -5.166163325579187,
-            -3.2563512061391013,
-            6.344609835909145,
-            -5.498893989162884,
-            -5.435631757680342,
-            3.5704080068489423,
-            -2.6568018494677204,
-            1.4265496004840101,
-            0.6293678278177577,
-            -4.5033203505481865,
-            -5.5210845023883275,
-            -5.217760688859671,
-            -8.364813421566687,
-            -6.565359696890449,
-            11.143041547987654,
-            2.7374142348477104,
-            2.1009459824912993,
-            1.7774160438809523,
-            5.040372876704135,
-            6.441739330969414,
-            8.438321424474632,
-            6.668740256176774,
-            6.0670833043173955,
-            5.709903678577047,
-            2.0074039357297098,
-            4.857408306504009,
-            9.742590158054407,
-            -4.303629222392513,
-            1.079052270758614,
-            -8.70735693731097,
-            -8.630383811652882,
-            -12.566329465605024,
-            7.694832074790657,
-            -9.331665956905969,
-            1.6354622866757533,
-            -0.46014952595857306,
-            4.7562351474889795,
-            0.5339712777190511,
-            1.14441808792956,
-            12.692535966323586,
-            17.64675298976014,
-            9.640799999645452,
-            11.552913540854401,
-            -5.248839631758651,
-            2.83918015009881,
-            10.459572855230281,
-            4.382177596760152,
-            9.907738940971493,
-            -7.678855076488778,
-            -8.885269541780895,
-            2.61317864585126,
-            -4.110529643624969,
-            -9.173601230555716,
-            2.266056249140971,
-            -9.456299345620803,
-            -5.485670255960193,
-            -7.736592806899377,
-            -4.2762044668501815,
-            -1.2474588692133484,
-            -11.310086631791174,
-            -8.692037995622547,
-            -9.054891871786204,
-            -4.5350447861577745,
-            -11.439353998806492,
-            -4.812777494416858,
-            0.053787046427223206,
-            -8.502216145303581,
-            -3.0492384793445586,
-            -4.17790673585807,
-            -1.4684002239359282,
-            -4.6616380166864335,
-            -15.28332031670251,
-            -13.863925128790497,
-            -3.2582964320959396,
-            9.118893051130241,
-            2.5460635707724615,
-            9.843414741638195,
-            1.4918619916769202,
-            3.4263168625426745,
-            5.487144876341413
+            20.097083698306196,
+            4.088606964006114,
+            -3.3201277597280834,
+            -1.4305345991766545,
+            24.0571618874108,
+            5.80334765914294,
+            20.53555665436955,
+            25.007234059789152,
+            3.0109622047359923,
+            3.895889416260472,
+            14.676494081340117,
+            8.177618021200168,
+            13.481745636674974,
+            9.067567557473609,
+            21.55532724252739,
+            14.240144582260909,
+            32.1441848094354,
+            14.930828064870589,
+            17.078544287692605,
+            33.54575331797652,
+            1.4466860333601173,
+            29.306289973301254,
+            16.135779790160992,
+            22.37058166875191,
+            13.434516688817908,
+            -3.170588281654735,
+            16.44225790362683,
+            23.389383007129624,
+            22.94524947540678,
+            19.9513343565956,
+            22.86658144354141,
+            23.408498436475,
+            14.394773307997168,
+            17.806857246534257,
+            18.351008498486816,
+            15.900364257159826,
+            30.781572281480315,
+            30.71667261252463,
+            24.444876860452645,
+            26.948331007615234,
+            5.0837792076487265,
+            2.3017638465291963,
+            5.240850124149242,
+            11.633763519886825,
+            7.341431026502656,
+            13.194105400414529,
+            7.451884910470344,
+            5.862354422223019,
+            3.1266907232510417,
+            23.18668602201029,
+            6.951723365047831,
+            16.645571197090984,
+            -3.8420859039223156,
+            24.645441948633724,
+            24.23193730471284,
+            4.313201952256493,
+            19.00016762861073,
+            25.910050404664595,
+            26.01767495553974,
+            19.791700860988428,
+            26.94314962446492,
+            11.076724410429964,
+            19.40154938216149,
+            18.37094458616132,
+            14.131252246250332,
+            4.092560128397081,
+            20.200348522158684,
+            30.54320305598009,
+            13.52451295813107,
+            22.55889302355058,
+            9.79208037639661,
+            24.903672851668613,
+            16.593038445709254,
+            14.698042521692585,
+            14.637458343103086,
+            18.009161276840658,
+            12.35619420834102,
+            -2.102939235557322,
+            4.10929420410974,
+            12.372025047448334,
+            9.828606149117594,
+            18.52865258837863,
+            10.446436989757904,
+            12.866992946283759,
+            2.82242093950456,
+            3.4072373821247552,
+            7.181347112975418,
+            17.433253752676446,
+            6.205727072548892,
+            17.343307629629834,
+            25.187669939717857,
+            20.850834145749303,
+            1.792347249739223,
+            20.530119577418315,
+            7.0651438765038055,
+            15.564649922055455,
+            1.7558792259277713,
+            14.99187449175848,
+            21.64215598250358,
+            26.215301032784716,
+            8.409052485613547,
+            9.51203276959058,
+            3.978820780545331,
+            13.902004898291546,
+            9.79668951998465,
+            5.80816766786374,
+            10.25692437429607
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 3.8%",
+           "label": "PC4: 4.7%",
            "values": [
-            -0.0537795940546027,
-            4.9636759289870165,
-            5.570594659167735,
-            13.453393180139795,
-            -4.456541380679365,
-            2.7924935070275563,
-            -1.9176923535634143,
-            -2.243203659556479,
-            1.7557191510374623,
-            -5.274860520404694,
-            -14.960721128966398,
-            0.4576590420747173,
-            -0.057277507281960016,
-            6.222164150440402,
-            0.5477716353555935,
-            -8.799669112239961,
-            -5.348386155485222,
-            -4.183118274152389,
-            -2.9720632264839435,
-            1.1441983845435564,
-            3.3457637247456393,
-            -9.956150345281173,
-            -3.2234450195945534,
-            -3.4165993776267927,
-            -2.291355965952606,
-            7.921919521606905,
-            2.272978023640487,
-            2.808761379218692,
-            2.2681637071988803,
-            -7.9995576188883035,
-            1.3938515034794974,
-            4.1416196864437955,
-            2.1075019868513336,
-            -0.6271747948057409,
-            -9.907549431073312,
-            -4.162863773250031,
-            7.538531002307636,
-            5.478348894420704,
-            6.445095434934383,
-            2.6496485803245315,
-            -5.955893830803164,
-            -4.929658620728713,
-            -6.012603983257646,
-            -4.058735411301967,
-            1.857886808699082,
-            0.23966102176568183,
-            0.13640073927227458,
-            -1.7012190280791306,
-            -0.8543311728816977,
-            -6.755543044824636,
-            5.175355686552372,
-            -11.698477755641061,
-            1.0827725849731098,
-            -3.005711021836513,
-            -2.402935371260109,
-            4.953834725020483,
-            2.3262958660078965,
-            0.45366675348478225,
-            -2.735217546037185,
-            4.0419143394284935,
-            1.3181021867320781,
-            -0.8809296853166673,
-            -3.0114777539304485,
-            0.038147613640335754,
-            -0.6819637437160466,
-            -0.9024896593123573,
-            -5.224080253823271,
-            -0.9650488396729641,
-            4.4821134165898915,
-            -4.78926635184008,
-            -5.2476279368529894,
-            6.826850572864495,
-            -4.345172775070611,
-            7.805018600290016,
-            8.829208377420429,
-            -3.8547539050342308,
-            -9.13629559174337,
-            -14.116254566433199,
-            -4.403217059976005,
-            -5.436830588764407,
-            -5.286746574444326,
-            -8.380326737064516,
-            -1.062556323419245,
-            -6.282376928519888,
-            -4.75215772699916,
-            2.2244866366930927,
-            -1.5797282082922388,
-            -3.5476852678999906,
-            -6.204786568648321,
-            -3.7185958956844356,
-            -0.4229901844175654,
-            0.624575432821042,
-            -2.7820681581718776,
-            1.214323371343705,
-            -0.8955702936452841,
-            0.4481853080313727,
-            -9.958697757441012,
-            -1.0476604844539668,
-            -1.4862045913337658,
-            3.348781903710634,
-            -7.644276450467186,
-            -1.2656755795769148,
-            -3.253175304759872,
-            0.4134729807483484,
-            4.151044977801335,
-            -1.2417089338791654,
-            -5.3914366799680415
+            1.1308377401233316,
+            7.894531796266231,
+            3.5683226485535644,
+            8.8498312425678,
+            0.7965152029357845,
+            -1.5229039825216204,
+            -3.25543036420048,
+            -5.445013904461827,
+            10.220200004857807,
+            -3.4393465534039116,
+            -7.066753997672382,
+            0.5838937533632628,
+            -2.359759566256549,
+            5.768270349969399,
+            -1.7108000750745151,
+            -7.856634017180842,
+            -10.52198886086053,
+            -8.930378139304157,
+            -4.173809019878114,
+            -6.292857709006786,
+            0.04873325923950127,
+            -4.491754594321256,
+            -1.896062230175365,
+            4.371162175889362,
+            1.4025884558647117,
+            10.099098633714643,
+            -0.20392451112780408,
+            -1.810460893035751,
+            0.4608608773091851,
+            -0.6848949665565691,
+            -1.41864722921465,
+            1.9659138217693122,
+            3.6258057229338148,
+            -2.8900187443685743,
+            -3.2334654828214364,
+            -1.7423070360287853,
+            3.30457358543251,
+            3.380705224572283,
+            2.0477354911929906,
+            -3.2488119067749044,
+            -7.805126194279566,
+            3.3318162382724132,
+            -2.831382039655317,
+            -5.228804479605325,
+            2.63500238582805,
+            1.3705738183244873,
+            7.190156029591977,
+            5.4007282279288455,
+            0.9747046589718542,
+            0.911771867780566,
+            8.064584618342545,
+            -6.545919854805431,
+            7.849879976476851,
+            7.557835294923787,
+            -2.5939379087550756,
+            1.1426935757297376,
+            -3.2945051932536886,
+            -3.215487297653291,
+            -10.133035989668485,
+            8.694666451084741,
+            -3.5470389157566773,
+            -0.5071948030896605,
+            -1.7565596445582219,
+            2.7012137624936305,
+            -2.922730482175617,
+            -2.721462073183322,
+            6.2250454856496145,
+            12.510405424277678,
+            3.479724851170194,
+            7.765294888532225,
+            -10.313023720774352,
+            5.824054432513558,
+            3.708008727751403,
+            4.898736255887505,
+            9.046550174092292,
+            -8.94572629099883,
+            -12.891300818771311,
+            -8.47452088969879,
+            -7.733122815256815,
+            -10.804016079427731,
+            -4.454659225826397,
+            -12.783123857427036,
+            -6.19573518221398,
+            -9.746416985692168,
+            -6.40057530162521,
+            -2.1747334548655046,
+            -9.7655691120423,
+            -7.688962587337958,
+            -10.184486664360112,
+            -7.94184554600019,
+            -7.586283431956889,
+            -3.148896190390885,
+            -2.165386485858797,
+            -7.071637361894765,
+            -1.5638954683350343,
+            -7.424025524025842,
+            -11.262144567632731,
+            -6.002310157296058,
+            -12.88239182257854,
+            -7.264303088607182,
+            -9.737242019787292,
+            3.4930791497736893,
+            -2.810734599807205,
+            5.636926739706007,
+            3.135673829130944,
+            2.623305654916115,
+            -1.1470600150044112
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 3.4%",
+           "label": "PC5: 3.5%",
            "values": [
-            -3.4523125279042164,
-            5.492437538441156,
-            2.6359796498522794,
-            -1.7546753758165288,
-            -1.3132494479849606,
-            -4.481813500193165,
-            -2.2642978060756023,
-            0.6522510895155538,
-            -4.921386534871595,
-            0.14432321031173637,
-            -0.6129883871739497,
-            -7.879186437686645,
-            -4.609326670231442,
-            -5.654292056808716,
-            -0.6950779688716286,
-            -3.4342692713013654,
-            -3.0477194103413288,
-            1.7791845884452222,
-            -5.840914690402992,
-            -0.22567899727011964,
-            -0.5079792687519723,
-            -8.533940247086976,
-            -3.4760662279871473,
-            -5.3472634289224015,
-            2.082839635401604,
-            -6.183278423649231,
-            -9.127685183068994,
-            0.9627175185873024,
-            -0.20706277285519312,
-            0.5638055107461029,
-            1.1397917559661477,
-            -1.37568750078426,
-            0.5354462255115671,
-            -0.9546523319640956,
-            -4.599112324372678,
-            -1.7277242070181038,
-            2.1236140397649357,
-            3.0184720733030184,
-            -0.25059311802936474,
-            -2.4504566502084804,
-            -4.250792306816921,
-            -3.0344750679883363,
-            -3.297008791211476,
-            2.279122212218469,
-            -3.290261297923208,
-            -4.074818435044223,
-            -1.1631144730627099,
-            -4.113701649643669,
-            -5.194057352291915,
-            0.16394463090789907,
-            -6.368586969509843,
-            -1.553429050918303,
-            -0.012610789330244359,
-            6.11002329901853,
-            -1.884750204791824,
-            5.047671922912995,
-            -1.883984473335911,
-            -1.5948798031823463,
-            3.6698401010863133,
-            1.9283214697371593,
-            -0.15317475805331254,
-            5.443268768096081,
-            6.099517379653371,
-            6.23024996459581,
-            2.5822989862999246,
-            -6.992216447451486,
-            -4.733650528830365,
-            -10.661995362593174,
-            -5.211899015442075,
-            -10.128533773115795,
-            -7.17691603710887,
-            -4.316115229885083,
-            -7.918789275877677,
-            -4.162926005376901,
-            -6.266365130214744,
-            -3.3712941448357245,
-            -10.35988301336044,
-            -0.9142442596764349,
-            -3.6724730327694872,
-            -0.11109390042268816,
-            -3.394528129971577,
-            -5.76288148875798,
-            -0.9383905000655892,
-            2.0336271501106316,
-            -2.9984954149944283,
-            -2.744142208836306,
-            1.0826240320217173,
-            0.848813810834254,
-            -0.8630558093268614,
-            -0.703343951319268,
-            0.5535162801998693,
-            -3.181478428783471,
-            1.2937425871708055,
-            -1.6719848696236848,
-            -0.6481725661300775,
-            -2.969589725279203,
-            -6.395902308481097,
-            -1.93940278583244,
-            -2.365615872641996,
-            -2.4893618256051595,
-            -2.0471584121887196,
-            -9.480041680318775,
-            -5.8361592076507645,
-            -3.54267927840111,
-            -6.94398359791191,
-            -6.089604101442374,
-            -5.872611712443662
+            -1.7796079649351657,
+            -5.43749736054454,
+            -13.160746680154721,
+            -9.132520279531306,
+            3.3668535509655566,
+            -4.574483088047752,
+            3.6507904528450417,
+            9.05237001262197,
+            -9.17774710883203,
+            3.133431011862234,
+            12.266895498434646,
+            -11.323455129805302,
+            -8.376874607817465,
+            -2.4640256603413655,
+            -5.714158486867738,
+            3.6220521267183443,
+            0.9251398336965354,
+            3.4248902584628698,
+            -0.9094305906257056,
+            -0.6380204102535928,
+            -5.724561575128321,
+            2.843908052039876,
+            -1.9010650131720417,
+            -3.502231733931343,
+            -4.591964167171976,
+            -8.277575283027986,
+            -10.816328424213161,
+            4.315614891507774,
+            3.470349198107687,
+            1.9724975068376724,
+            9.031290121891658,
+            4.2435776547687025,
+            0.558700576759252,
+            -1.5855283150342465,
+            5.600249684851528,
+            3.7322279052557574,
+            -5.062581532047785,
+            -0.16305640840401203,
+            7.685510536780927,
+            1.8578337721283569,
+            3.9886354121329126,
+            -0.5640731663193038,
+            -3.989790395930869,
+            3.2549221986884813,
+            -6.806460858977318,
+            -7.545775269416493,
+            -7.4768696978057445,
+            -4.4261612117519515,
+            -8.76033988257433,
+            4.30551229831809,
+            -15.83003923356111,
+            5.904333880559316,
+            -2.0819518613504218,
+            2.1468011412891927,
+            -7.585610390155264,
+            -5.806731927007607,
+            -9.90387459050712,
+            0.48621933401937467,
+            5.155084678158668,
+            -2.186960547860101,
+            2.5016404429217354,
+            -3.2435109163403006,
+            -3.7410402813210997,
+            -6.324565631292034,
+            -11.918152178150171,
+            -11.16979697183135,
+            -5.526456110469058,
+            8.614056873284582,
+            -6.0942215925113725,
+            4.50632000717518,
+            -2.838251045125847,
+            -7.16793786390327,
+            7.994097941834209,
+            -7.8169739895437385,
+            -5.451102318268126,
+            -5.418103907338325,
+            -2.292584269877269,
+            11.222034140336081,
+            -2.8905696023476444,
+            -1.326907962387287,
+            -1.100797151737416,
+            -0.4767347114214231,
+            -14.770463924734596,
+            -5.018662934217299,
+            -1.2165679871714798,
+            -1.1538155514028305,
+            -3.8640328858293764,
+            -5.144322428573035,
+            -3.0031395201630375,
+            -6.566005025919678,
+            -11.057913525298202,
+            -11.000819366554508,
+            3.4205083242976113,
+            -13.629597616927443,
+            -4.303635973143252,
+            -11.353036038532897,
+            -1.892869274577311,
+            -10.583381710675296,
+            -4.8504062177571905,
+            -9.708430456219956,
+            -0.19595253836399823,
+            -4.530138959559368,
+            2.5341292649640725,
+            -12.380604196904484,
+            -10.690527360362127,
+            -2.6579682199005745,
+            2.4304381849103422
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC6: 3.2%",
+           "label": "PC6: 2.4%",
            "values": [
-            -5.414670336804079,
-            0.388516626322085,
-            3.662798300271323,
-            0.8661234392697559,
-            -4.407465801884762,
-            0.9032555572745893,
-            -0.5160340989259296,
-            -5.5801524922897645,
-            9.43300794691925,
-            3.7889936834881515,
-            0.5512546099356231,
-            2.629704352175371,
-            10.114031934266025,
-            12.828975147824378,
-            1.6428349855964697,
-            -1.0840104098957366,
-            1.2543731969428802,
-            2.9029776166367247,
-            3.377010752740482,
-            4.436359179059937,
-            1.45835583232539,
-            3.5242014751423962,
-            -2.128203659810887,
-            4.642601040780792,
-            5.139398261851032,
-            1.1514904008029125,
-            -0.3710533383830253,
-            -3.1067224728691425,
-            -6.002864616985229,
-            4.344836333356531,
-            -3.173302330323848,
-            -8.058103951185009,
-            -3.3361465887336528,
-            5.193858571326917,
-            -4.290346842319525,
-            1.3920172187758735,
-            -2.5987824563969717,
-            -5.5230436826983365,
-            -7.538978579660606,
-            -7.587630603926997,
-            -3.073002153756185,
-            2.0754513128749363,
-            -1.5222533552601667,
-            7.648625549765501,
-            3.2880120429986945,
-            3.7988026366681087,
-            1.566959909291743,
-            1.1357363755899106,
-            5.353424660817543,
-            6.578077361414298,
-            7.982727218327953,
-            3.1383243834863133,
-            -3.285281872484094,
-            3.6976947776129387,
-            -6.126966437350923,
-            -1.7168046171400806,
-            -1.8168591987378573,
-            6.422820339612926,
-            -5.665791578123437,
-            2.9027419587866867,
-            -2.0054395016612125,
-            6.613078615514447,
-            5.569546362302364,
-            5.728220480368759,
-            9.123369497339965,
-            7.121585305788346,
-            3.5744584658140797,
-            9.716587138896047,
-            8.689689183275533,
-            5.516736876234602,
-            1.4744667805389022,
-            12.286200024660412,
-            7.34513064579574,
-            11.811668950465577,
-            8.895158747270685,
-            -3.059756411904246,
-            -7.199923686841736,
-            -6.376530414910964,
-            -3.9982995104692947,
-            -5.151156749236543,
-            2.626482887811331,
-            -5.078959418326882,
-            -3.021636619492215,
-            -1.9721273606190124,
-            -4.903773934968704,
-            -4.421850716522769,
-            -5.3700756311194,
-            -8.429507878535293,
-            -5.5491846091275,
-            -1.6043093855677033,
-            -7.565014924070918,
-            -4.4407552719983086,
-            -3.934650397148025,
-            -5.888825188889845,
-            -2.9069320471180293,
-            1.993103868213147,
-            -1.5483236289433948,
-            1.1031687386159708,
-            -0.5845070155793154,
-            -6.033667015665203,
-            -3.107117086430851,
-            2.110392141178906,
-            0.6335826655020264,
-            1.9102218405254512,
-            -0.3674232244349622,
-            -1.5483354170463373,
-            5.266177794196306
+            -1.1999783039225314,
+            6.618624063996621,
+            2.3305572840136284,
+            -0.7736892661461249,
+            -6.975571033171641,
+            4.795147710341505,
+            2.878967403578992,
+            -3.3346359310123814,
+            11.44402662486698,
+            2.4525409646699776,
+            1.1108265286461012,
+            6.4145164569347415,
+            11.834435335638634,
+            17.961305214207957,
+            3.440577765705195,
+            4.1379636179638934,
+            4.303705285326704,
+            -5.8739555468297295,
+            3.5397941663862658,
+            1.7234503326606654,
+            4.668814872436805,
+            9.136952571944391,
+            -1.0368022860803456,
+            5.1348284628129734,
+            4.672445301811362,
+            2.199094295346292,
+            1.6616143322944088,
+            -10.318741728879282,
+            -5.680457639979416,
+            4.984250697276527,
+            -12.182217950509907,
+            -12.606335034509682,
+            -1.6775352047557635,
+            2.8170841462946843,
+            -0.09277331146983205,
+            3.2987807302195487,
+            -17.10157931189672,
+            -15.139251149930933,
+            -12.050001514007098,
+            -4.502706306488548,
+            -0.07173214397512336,
+            6.222607886761952,
+            1.1869061309793116,
+            1.5734031347258055,
+            5.760805460470424,
+            3.418824527577426,
+            2.6729950433887373,
+            3.2817263181766,
+            8.08801771911015,
+            10.040558490407333,
+            10.144455604931684,
+            6.539004554954687,
+            -1.892090071858018,
+            6.269697396787784,
+            1.5107383523887528,
+            -2.286092717399412,
+            -1.1226422976955117,
+            8.583774041603961,
+            -5.255326574431037,
+            4.549197188552005,
+            -2.8190818258922663,
+            7.258484280817314,
+            5.865747536468086,
+            8.303496702485319,
+            2.2601994834093513,
+            3.005002594789668,
+            2.354057175148268,
+            12.227807326483104,
+            7.842900319802859,
+            11.708046001744407,
+            3.8487510755967063,
+            8.070442967173452,
+            8.350106216436869,
+            11.17770909559358,
+            9.640904758361577,
+            -4.034252973742985,
+            1.7542477835244503,
+            0.2401707721272081,
+            -3.4564928911310955,
+            -5.568112114378603,
+            -1.121446048253006,
+            -2.865471245265716,
+            -4.184411251106518,
+            1.40379907944933,
+            0.8280149867866597,
+            -2.4289170723020734,
+            -6.6072321279761965,
+            -11.109219840544107,
+            -3.5933771544901334,
+            -4.650997966179688,
+            -5.8916430563576485,
+            -3.4246621199048946,
+            -5.721988426559265,
+            -8.672453217613526,
+            -2.118910086502609,
+            -3.9479724621781593,
+            1.386980425290794,
+            -0.573493357973025,
+            -6.285293595385985,
+            -10.29497050308668,
+            0.6071140643404215,
+            3.9575396442077806,
+            4.770997436623069,
+            1.3386544064799024,
+            -0.03067369900628507,
+            2.3977546319731586,
+            4.428430671589654
            ]
           }
          ],
@@ -6781,594 +6764,594 @@
            "axis": {
             "matches": true
            },
-           "label": "PC1: 42.5%",
+           "label": "PC1: 42.7%",
            "values": [
-            -27.278425810670058,
-            -14.605393811545056,
-            -28.089167496050344,
-            -22.434534695854783,
-            -19.74170032846431,
-            -14.94493310326094,
-            -25.92231196526005,
-            -26.327339824382292,
-            -17.724404878944007,
-            -27.124681194987254,
-            -27.96300101698023,
-            -17.603413639162596,
-            -30.601129353201863,
-            -27.77316915904595,
-            -27.049952547057714,
-            -15.650983579164102,
-            -23.910054641650824,
-            -19.216380420076675,
-            -30.64320541768008,
-            -14.758746622257632,
-            -19.489267332709186,
-            -19.592606673312332,
-            -16.775311766774312,
-            -25.913968447295865,
-            -25.67365332541916,
-            -27.940086037747506,
-            -18.76276724730871,
-            -22.20397651555315,
-            -12.54409962023275,
-            -19.53837209474834,
-            -22.248335401621794,
-            -28.79210816610921,
-            -28.308492398771385,
-            -19.249138254206066,
-            -17.92949068981475,
-            -21.47627695195097,
-            -18.699451871545868,
-            -20.49834410565282,
-            -30.301556901774987,
-            -8.7248868312093,
-            -16.805978096138425,
-            -28.793926389842955,
-            -28.567230125113298,
-            -21.03160601874093,
-            -13.677508522571589,
-            -23.330809504492912,
-            -19.679013911470435,
-            -12.568604997039792,
-            -17.99062200571608,
-            -15.14117889209881,
-            -14.015427899706719,
-            -9.522478363558353,
-            -15.229336270734521,
-            -25.78776281345347,
-            -21.76914126134889,
-            -28.134981811738488,
-            -20.762441989079747,
-            -17.28253169064552,
-            -22.91281686693661,
-            -19.972072181303112,
-            -18.653898804298393,
-            -20.648584509863383,
-            -13.690245271033945,
-            -13.636243931344417,
-            -19.718506049561235,
-            -23.72827371363983,
-            -25.070285854552324,
-            -19.854844191874975,
-            -15.339005120022637,
-            -19.150984504490715,
-            -19.36411123654689,
-            -15.697145753536066,
-            -19.52866777870281,
-            -11.393828988526511,
-            -13.374973106318732,
-            6.929482600339284,
-            -18.62572862311603,
-            -23.55141694524937,
-            -23.173875134973866,
-            -27.020111989250303,
-            -35.03890661397108,
-            -23.728349666618612,
-            -17.81055275119759,
-            -24.97254986909441,
-            -22.245454133353764,
-            -24.50001521518099,
-            -28.967882595664676,
-            -21.94541690692605,
-            -23.780770047095686,
-            -26.808667891999715,
-            -22.87950717672124
+            27.764583773595245,
+            14.357563792237702,
+            37.41515517245227,
+            34.59789846625107,
+            43.159416160615436,
+            -1.6603921537477488,
+            29.279817297728624,
+            50.91608934200875,
+            31.483424240336078,
+            36.21460422773403,
+            28.890569952283705,
+            19.172279552084994,
+            34.67823644161277,
+            40.74809086571119,
+            24.701187717699383,
+            22.558842028243774,
+            39.0354196991201,
+            23.183599125953325,
+            16.356433198070878,
+            29.535401966147216,
+            31.18852731014429,
+            4.779503732687874,
+            22.576915792678584,
+            41.789824676842024,
+            27.791017989976197,
+            49.412130416372904,
+            4.869391575668958,
+            8.73932694822278,
+            0.4614654673902846,
+            8.141989237736595,
+            -3.632635947405772,
+            43.05184025159275,
+            42.92806206769588,
+            5.448041939816296,
+            1.1514884976294277,
+            0.5707822599780703,
+            1.1441478276001997,
+            -2.1035117172806954,
+            31.586308379833937,
+            -8.414823857304185,
+            47.74347477238467,
+            47.431145029147274,
+            46.53288292774353,
+            40.56457664164857,
+            -3.572640644116491,
+            45.961289087787414,
+            -0.39848183513500046,
+            -7.666194850984344,
+            2.4017851118024525,
+            -10.191763039058436,
+            -17.98436255315718,
+            -15.494138899955093,
+            -2.475900167477448,
+            30.761850507288067,
+            35.96476816627748,
+            30.860327947575357,
+            18.509436482868203,
+            -4.386939773536316,
+            1.2671250684001385,
+            -8.697234587579509,
+            -9.410269785174568,
+            34.02946038700985,
+            -3.4111008111267758,
+            22.5973696426435,
+            20.933187226183346,
+            42.1365880350503,
+            35.5177837821082,
+            0.11534675546663586,
+            -2.907475183960729,
+            31.723326548935326,
+            11.866113701409207,
+            3.8220310409162863,
+            22.701209073365728,
+            -3.2583472790324293,
+            -0.18539911903538342,
+            -15.18365132563739,
+            23.422584494713362,
+            27.775591604177748,
+            28.07955643700847,
+            3.2092943907812366,
+            39.78623937985361,
+            34.23445156716697,
+            34.0613423690335,
+            36.06060291244174,
+            24.655424431772236,
+            10.32119866046946,
+            22.584920940524036,
+            -8.884439927297096,
+            24.844771002984885,
+            33.6836462280055,
+            17.51000882159724
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC2: 17.9%",
+           "label": "PC2: 19.8%",
            "values": [
-            -6.602869063478773,
-            -1.4148079271920584,
-            -8.32353406053715,
-            -4.677282930788876,
-            -7.652946890050872,
-            4.45280450640705,
-            -4.834911361487343,
-            -2.0648062778002707,
-            -9.86916650423742,
-            -10.830296283652618,
-            -5.375135124956586,
-            1.1768184022683115,
-            -10.650984663698896,
-            -8.789198660715572,
-            -9.114318255171842,
-            -6.886553779404501,
-            -4.518725004458369,
-            -6.8259200210399555,
-            -8.360514184549821,
-            -9.63755821820504,
-            -8.1746840925213,
-            0.2113942624786045,
-            -2.426192677674135,
-            -12.054979203616675,
-            -11.911554250571559,
-            -10.783845212751572,
-            -13.578801130415066,
-            -10.609335432740114,
-            -17.94029311303664,
-            -15.334325951871687,
-            -12.541726987137059,
-            -12.514479756036327,
-            -11.120423118315227,
-            -14.492023464855219,
-            -12.921940188679113,
-            -10.226776777013683,
-            -8.452116469432923,
-            -11.22761976249755,
-            -15.011692574877133,
-            -18.03643461025301,
-            -10.411681116680729,
-            -10.098242172813213,
-            -9.23805998574629,
-            -4.390282094930095,
-            -8.835663624868268,
-            -11.240111011760952,
-            -13.017730973935906,
-            -15.830662235327104,
-            -16.014279450680696,
-            -12.63447993473568,
-            -10.274626581970942,
-            -8.366284303220853,
-            -23.6676351116195,
-            -1.657544901604677,
-            -11.154460456993391,
-            -5.753938781865573,
-            -8.103828617321923,
-            -6.972648117653477,
-            -4.029923444215551,
-            -9.775465135537619,
-            -8.087891108630137,
-            -12.18753008866414,
-            -15.648667768709608,
-            -5.240313107272552,
-            -6.337663351662816,
-            -9.691259463493447,
-            -11.010124995203865,
-            -11.171581448254404,
-            -15.823989195964785,
-            -5.392396621572551,
-            -6.474040502822446,
-            -3.463787628049084,
-            -6.752866842002741,
-            0.8007454067555946,
-            2.4799903035024466,
-            8.730240132634934,
-            -7.976057248978441,
-            -3.478741638263443,
-            -2.521836309369347,
-            -6.315761929611103,
-            -1.982918563513512,
-            -8.320415407398603,
-            -10.148763257768138,
-            -6.705304628936194,
-            -9.954035129930478,
-            -3.8901886838549062,
-            -5.110661602307884,
-            6.777701126350403,
-            -14.80292260586333,
-            -10.690100763498204,
-            -11.71356025561116
+            -15.637956666081003,
+            -6.566082031766544,
+            -12.202244515166917,
+            -1.7990896596957269,
+            -0.20689288879926482,
+            -16.817726665287047,
+            -11.863633620839682,
+            -1.047469371276806,
+            -1.2070560316605485,
+            -12.589004130743461,
+            -18.332464456339466,
+            -8.077948409433127,
+            -14.34874008366473,
+            -10.55015930297359,
+            -17.118360309745853,
+            -7.6002503236095365,
+            -3.45117104732823,
+            -6.036369524088252,
+            -25.33840296377531,
+            -0.5412248560315024,
+            -1.4179497421111473,
+            -14.938298554685987,
+            -3.951606225883925,
+            -5.265255383233824,
+            -12.911749866423055,
+            -1.6697003450982213,
+            -16.593999885887968,
+            -15.568983599793903,
+            -15.941704957357167,
+            -15.658841425062585,
+            -24.565749482024117,
+            -7.803323689952332,
+            -7.705359856859765,
+            -16.489062603442303,
+            -19.461265685133014,
+            -21.94376771214707,
+            -18.45876314270358,
+            -23.25948899892812,
+            -19.29636509543707,
+            -15.415008192473286,
+            4.071385794439865,
+            -4.138583495599865,
+            -6.053015637616795,
+            1.453906350190555,
+            -14.7257164389144,
+            0.9336925159057916,
+            -20.572816068651335,
+            -17.503193402353375,
+            -21.818719919353114,
+            -22.133609031222903,
+            -25.981791779211235,
+            -20.294873621768435,
+            -20.042013730918583,
+            -7.939617610745299,
+            -5.8864733288511735,
+            -15.475713640109689,
+            -14.343756579487927,
+            -16.942339759829306,
+            -32.37231742732888,
+            -24.07332952019871,
+            -26.73348213987471,
+            -3.5297095321645298,
+            -18.35385569852528,
+            -3.383368501716004,
+            -10.815467767982994,
+            -6.069659233920805,
+            -9.785124360435137,
+            -21.411296264081187,
+            -20.170735085511126,
+            -2.6162698714452857,
+            -11.936916112606617,
+            -16.729734925628897,
+            -7.384404036203598,
+            -15.078091273701965,
+            -15.49558453392778,
+            -2.489172920680498,
+            -4.871383083527295,
+            -6.778417738378492,
+            -9.281247910272768,
+            -26.248391043713966,
+            -10.767701919821347,
+            -3.9798290112529466,
+            -5.9955217040938615,
+            -6.370286421488288,
+            -7.975547670332336,
+            -19.469077281210826,
+            -17.412956447547636,
+            -24.7892471665362,
+            -14.958878507579197,
+            -14.00298711014291,
+            -15.353327016412601
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC3: 8.7%",
+           "label": "PC3: 13.1%",
            "values": [
-            -1.8219615584180946,
-            11.448007605904785,
-            -3.086671197003407,
-            -6.860274879530236,
-            7.439989601724317,
-            9.726716852875287,
-            9.102156421420807,
-            0.3768544356620387,
-            7.9670409663816315,
-            1.7129125121741233,
-            4.387444106337225,
-            8.781619059131433,
-            -3.2172999338199286,
-            3.8528793881844914,
-            3.370920853669758,
-            12.422156505500915,
-            2.903901962819926,
-            -3.424182326929565,
-            2.3420006892068383,
-            2.6632399303621392,
-            -2.0057406090757857,
-            -4.406264314187682,
-            3.295686466584884,
-            4.423680952676297,
-            -2.1539578540647635,
-            -4.862884557657122,
-            -4.866723352746031,
-            -6.97579815133548,
-            9.642799796586507,
-            -3.650159252798633,
-            2.145455121941593,
-            -0.4291240466227333,
-            -2.8953990735801165,
-            -3.9426066810096563,
-            4.834573852409949,
-            2.598547159891154,
-            1.3571666610409743,
-            8.63762946601023,
-            2.024260702898964,
-            6.632609651362024,
-            10.954920336530403,
-            -3.7413291261676447,
-            -1.2309832301521841,
-            2.2837263129633807,
-            -1.2558823426187415,
-            -2.7572357188329892,
-            -0.20049697808182076,
-            2.9380699865102757,
-            7.722245703867686,
-            10.832778878807217,
-            6.56015763996625,
-            5.524505273069979,
-            4.703881054419221,
-            -3.150301122658373,
-            3.437300596966052,
-            1.5289758664716557,
-            9.793052909918284,
-            -6.361930064033119,
-            5.8936976666976975,
-            -5.166617205366503,
-            6.59410111109896,
-            3.059472672088495,
-            2.7024609501908916,
-            6.664686829041564,
-            3.763325292248319,
-            1.4867957798104705,
-            2.330021325058163,
-            5.390043513922425,
-            3.279797392168464,
-            3.528603081021849,
-            2.0927522254190176,
-            7.635389231628741,
-            2.152003537827898,
-            7.23066428220857,
-            10.539188488563164,
-            -6.472919565014628,
-            -1.418557604536565,
-            2.2251505691305846,
-            3.215987577635652,
-            1.1142354715861449,
-            -11.738606338008445,
-            -0.9415769537849747,
-            12.40378772077181,
-            8.913046027947752,
-            -1.2920893560238178,
-            8.100928410106745,
-            -2.105860914114582,
-            6.9163495130742785,
-            4.725206105696792,
-            6.646738950196704,
-            7.237524844144101
+            -10.854562024184041,
+            -8.860832273220382,
+            -8.205211909303152,
+            -4.593778069619986,
+            -6.473927649448333,
+            0.16314604906719554,
+            -13.596466411820002,
+            -3.8734072791132927,
+            -13.33108824452923,
+            -12.450121359839018,
+            -8.960250708941038,
+            -0.07804073548152723,
+            -9.748958395313078,
+            -12.555402152079575,
+            -10.168930212184627,
+            -7.700538597184531,
+            -9.291291998629603,
+            -5.831536625500865,
+            -9.744311609381954,
+            -7.975667788514468,
+            -9.28240200483082,
+            -3.0555370948190004,
+            -3.284547316320702,
+            -9.684745833339434,
+            -11.074726729589191,
+            -8.821923916830556,
+            -10.484862988899824,
+            -8.536419247752729,
+            -16.019065573204262,
+            -10.662056246984955,
+            -13.661672681416253,
+            -12.816623208135049,
+            -11.269066610585782,
+            -10.998417617248915,
+            -8.521023500976579,
+            -9.775933894283767,
+            -10.013790167407414,
+            -12.710508323876686,
+            -17.770034688942825,
+            -17.013695028120978,
+            -15.662075112243146,
+            -10.973627517399196,
+            -8.534843175849591,
+            -10.122971910166253,
+            -9.667075181389533,
+            -9.398935465781406,
+            -11.960190089522586,
+            -17.937594633327713,
+            -15.233365562310476,
+            -13.590457554957757,
+            -11.234810548635304,
+            -6.086957920293944,
+            -23.267032034030365,
+            -0.8103398094762033,
+            -14.270793768538283,
+            -8.165045946803938,
+            -6.312325380331719,
+            -10.059669210946957,
+            -8.370517381831474,
+            -13.188573565518961,
+            -8.9197953220429,
+            -12.185791174882286,
+            -11.997318294788911,
+            -6.01117055502516,
+            -8.427924594193536,
+            -8.283526258394993,
+            -10.267360815223782,
+            -13.12582176675809,
+            -12.043110775510183,
+            -5.185918190907145,
+            -9.528934548299016,
+            -10.379644927042314,
+            -8.272278015576072,
+            -0.55694503731985,
+            0.30888149383380925,
+            5.266817209895808,
+            -11.470870366015296,
+            -7.3668961246091325,
+            -3.4793934712477768,
+            -5.040495106893361,
+            -4.860872993513318,
+            -11.885030967224077,
+            -14.071224385827632,
+            -14.144118551431028,
+            -13.741079997512887,
+            -4.655096902585469,
+            -2.508678282849548,
+            2.149843154366803,
+            -20.3221492709761,
+            -17.63071550883948,
+            -15.603919234876592
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC4: 3.8%",
+           "label": "PC4: 4.7%",
            "values": [
-            2.0078988012985204,
-            16.074720455876943,
-            1.855519765608083,
-            -1.2993802518981232,
-            3.0282415211788267,
-            12.188593966611833,
-            12.467525594655886,
-            6.079525608787977,
-            10.220930984999516,
-            -0.5119664749775874,
-            2.3369040381310637,
-            9.013926449886336,
-            -0.9929849718972328,
-            1.581705970009124,
-            -0.6001452603874255,
-            11.238141861527954,
-            -0.9559612563267448,
-            -0.14398513173387362,
-            -1.2763322415862235,
-            8.073555742929441,
-            -2.233929162235136,
-            4.284479644401542,
-            9.369400849601226,
-            0.27400579327346186,
-            -3.9565041982619316,
-            -5.52095365539836,
-            -3.608947919898025,
-            -3.048171550315682,
-            1.017303617432591,
-            -7.7192715075899585,
-            2.1857083539640434,
-            2.9560035000850133,
-            -3.448419571323332,
-            -10.22213355036681,
-            -6.853164687813068,
-            -2.2315541335708993,
-            -1.2386401346781732,
-            3.1043235674102907,
-            -3.990087641063579,
-            -2.8725466026628044,
-            2.9786078544341983,
-            -3.092255795466466,
-            -4.528907973015695,
-            8.232316433046488,
-            1.4426517116149469,
-            -4.889751277364694,
-            -6.887717939030699,
-            2.8538252713052152,
-            -0.6680067674448227,
-            3.411391847370142,
-            4.6395260446768924,
-            -2.0373656031708474,
-            -2.7197316803880915,
-            -3.3050159448634155,
-            7.007257065999971,
-            2.9229202391010993,
-            5.52127212614843,
-            2.8128637502252714,
-            -0.9045615055238185,
-            -0.6753137106582341,
-            0.8844185174731527,
-            1.033015524568813,
-            -5.778743056443133,
-            9.146994915040779,
-            2.0617249450553428,
-            2.022658813861812,
-            0.8550900590298967,
-            5.819104124501319,
-            -7.784578711395074,
-            11.5651441419658,
-            6.47838445270458,
-            12.386093082358705,
-            2.2181879788506507,
-            2.753240096854668,
-            9.307493927145238,
-            6.777821470816648,
-            3.4299536478516424,
-            7.8754456595462905,
-            5.134966243187164,
-            -5.883145875707667,
-            2.6692590147996995,
-            -0.7897391947924721,
-            9.254949448420476,
-            13.466597712068332,
-            -6.4529472518813815,
-            5.791793473180474,
-            -2.7609918503991566,
-            8.590678401434001,
-            7.478829046942535,
-            8.894334587416395,
-            6.3857551144650815
+            1.2594701199787524,
+            15.13620495457553,
+            -4.193764038620953,
+            -6.27681943324406,
+            9.787852310872005,
+            10.867766430980662,
+            11.905306970377342,
+            3.4182700436326834,
+            13.324494672624178,
+            0.1563472258568841,
+            1.4499249634369529,
+            13.693122518918722,
+            -6.964190897672189,
+            4.342470192606207,
+            -1.1779928733821596,
+            16.968109304710893,
+            -0.031720646910728956,
+            -1.5112244835815813,
+            -0.4930365140700729,
+            7.305107884303021,
+            -0.20369711313441896,
+            -0.479993492003068,
+            10.329219845272519,
+            -5.191920847893583,
+            -9.75987103628942,
+            -10.82835701606394,
+            -7.889354273952504,
+            -7.308069691546177,
+            3.8893125291555815,
+            -10.176091841269317,
+            0.8707254284781124,
+            -4.054575554014306,
+            -7.821111944315563,
+            -9.460493363907837,
+            -4.0706746221325565,
+            -2.50934231859389,
+            0.10263747514554966,
+            6.624576434385347,
+            -8.538663991126848,
+            0.3798403009903184,
+            8.875330316056045,
+            -5.015180673741162,
+            -7.273259738054463,
+            12.069660470222662,
+            -1.0012491953757443,
+            -8.254291849456079,
+            -5.760611722822171,
+            1.7149350798513174,
+            2.1197493101608353,
+            10.675785776531598,
+            4.90482711033874,
+            -1.8880995248095638,
+            -0.9226976244558021,
+            -4.940321657087281,
+            6.433307928809549,
+            5.069245046766291,
+            7.288689663134822,
+            -1.4555893528810022,
+            -5.309385958591116,
+            -8.70180140337429,
+            -0.036242574620000134,
+            1.0533852672776662,
+            -2.6027067590294877,
+            13.157523527121246,
+            3.5692335875581445,
+            -0.09129290392794465,
+            -0.8896454213713829,
+            1.4197307278584939,
+            -4.770209485212829,
+            8.14294485276902,
+            8.11415438381891,
+            12.729708474660967,
+            1.5387859678524802,
+            6.3876709176254565,
+            9.788975936500009,
+            -2.4738444946138696,
+            0.5558994681900506,
+            10.304335465547208,
+            8.883769717199797,
+            -6.277061377648459,
+            -9.994477488028753,
+            -0.12390975760736156,
+            14.704668341767984,
+            13.920090591381122,
+            -2.2181710207966154,
+            6.151020934106175,
+            -9.47524302239159,
+            5.05173465614355,
+            5.243366706681076,
+            6.894796629436541,
+            7.33928812925175
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC5: 3.4%",
+           "label": "PC5: 3.5%",
            "values": [
-            5.078918884612836,
-            0.34537819018872395,
-            4.049923186417789,
-            1.2765552570773466,
-            -0.45069624950636666,
-            0.35472682908342773,
-            3.9521490325215365,
-            3.2519680001653763,
-            0.18857551749266363,
-            3.366982389105258,
-            5.2360415630054185,
-            -0.7963820621468946,
-            1.8025596389154381,
-            5.744517294452768,
-            5.7809357106785235,
-            1.0758361420167815,
-            2.180736902261679,
-            1.155208638106821,
-            3.8341930922413856,
-            -2.1503654433257853,
-            1.4864643093078136,
-            6.032566316083721,
-            1.1293786858251522,
-            0.7316550393549694,
-            1.2646440489274031,
-            -0.9149536023191387,
-            -0.44649314936574336,
-            -2.1710237609097276,
-            -2.983938837091577,
-            -2.084543807587328,
-            -0.23488533108123083,
-            0.2509242361074661,
-            1.8548343067023683,
-            -3.659581520164556,
-            -5.288971843831737,
-            -3.0395697655743406,
-            2.288809512884367,
-            -0.2098881146283918,
-            0.8212732028120237,
-            -4.4310412109324275,
-            5.402793602448149,
-            2.2986077949542953,
-            1.6858710635153877,
-            2.3851754675600167,
-            -0.26449349373824826,
-            -0.6558300864237675,
-            -2.5114409444687986,
-            1.8456828208205796,
-            1.8980171396765,
-            -1.2991791146595897,
-            3.103212909530044,
-            3.2582146125264697,
-            -0.8112654641089347,
-            4.742918473564936,
-            2.7376603997627207,
-            7.512932106054243,
-            0.4799190301382237,
-            3.3873844378788855,
-            11.816785583057072,
-            10.40260075722323,
-            5.8896674783790655,
-            5.336578787388065,
-            -1.4589975881925772,
-            2.994670407663374,
-            7.596579857494697,
-            3.109511047763389,
-            4.754230206058141,
-            5.241806386077953,
-            -0.435643253785688,
-            -0.5210847244856099,
-            4.12727870487845,
-            4.006699900035439,
-            4.391014274511706,
-            7.252255346074734,
-            -1.1432407077869549,
-            -6.8622420900493735,
-            6.326469419543008,
-            0.5983902889784161,
-            1.252494305479058,
-            -3.88320040920781,
-            3.7411516827341,
-            1.3083391779113835,
-            3.970072378407167,
-            -0.011281966891825711,
-            1.7089226573796914,
-            -0.9267725071274397,
-            0.20369582187502536,
-            2.9989733263423193,
-            1.9681860928793842,
-            3.33581550835706,
-            -0.4007123785928376
+            -4.08473995442711,
+            -15.638215898123091,
+            -2.632126301318982,
+            4.683596794911725,
+            -1.3330773903440412,
+            -9.219786422611866,
+            -8.94652569048486,
+            -2.8807237912455745,
+            -3.056455691734205,
+            -1.076911851510161,
+            -7.512617542157595,
+            -5.551943290250116,
+            -1.6289084148492596,
+            -0.6837015920546633,
+            3.2417518115028563,
+            -3.0535884040496017,
+            -2.1871656948015903,
+            -0.08760598170425828,
+            4.526548936814696,
+            -2.0729862357786786,
+            9.26126277452119,
+            -3.8897758975067696,
+            -0.8643035506394698,
+            6.4862766482455365,
+            7.044551973346883,
+            5.162885780237308,
+            2.134110670572336,
+            1.794475280970392,
+            -5.800694557826509,
+            6.221787091220163,
+            -0.6162531777628638,
+            1.3473907402367602,
+            1.8170302004577932,
+            4.304818071034406,
+            0.19896043438945046,
+            -2.1475455547360984,
+            -3.5459811437770767,
+            -2.980278016440396,
+            1.7384222703210572,
+            -3.1009302236028717,
+            -7.563170538433544,
+            2.0956578220219657,
+            2.5647190682923657,
+            -2.95758037616895,
+            -2.419102039643256,
+            6.784840474246572,
+            2.1553571000917477,
+            -2.908667927648814,
+            2.0081746540132785,
+            -0.9019552261057012,
+            -0.8512804043902572,
+            4.362199242541935,
+            3.3852846823674794,
+            10.412622855934552,
+            -3.220586419503007,
+            0.22188304186259084,
+            2.7960994851852496,
+            -5.182323940536693,
+            -0.2321718664253114,
+            6.5852968674215635,
+            4.69345765573602,
+            7.618940745032337,
+            4.158555651935217,
+            -0.11937162188270957,
+            3.351516663976648,
+            -5.455813250057016,
+            2.2100482407277995,
+            8.270374604345859,
+            4.217668762088823,
+            -3.952482532517637,
+            2.6955028899482625,
+            -14.733814311552104,
+            5.13922426026201,
+            0.13429512893122303,
+            -14.949722631492975,
+            -7.98290118665039,
+            4.153114553202439,
+            -0.3537434783301267,
+            -1.106922175597103,
+            0.11068199286320896,
+            0.44541747901969625,
+            8.569724174975844,
+            -6.317117588075742,
+            -7.453650149930594,
+            11.716713807157426,
+            0.21523398054618223,
+            6.275073117226415,
+            -5.797500569736749,
+            -5.065692141608808,
+            -7.910335611247064,
+            -2.4766990678094443
            ]
           },
           {
            "axis": {
             "matches": true
            },
-           "label": "PC6: 3.2%",
+           "label": "PC6: 2.4%",
            "values": [
-            2.198742698667211,
-            7.974709450207474,
-            5.198325785052623,
-            3.677668137408569,
-            6.500902599880445,
-            -0.021522595907430775,
-            6.479150491908802,
-            5.913959490324048,
-            -2.0929520241615105,
-            5.7192264928990415,
-            6.661598940970958,
-            -5.375134825891802,
-            5.9356712161221035,
-            5.831144184640111,
-            4.425114930784403,
-            -3.6105742629504665,
-            11.02605083974469,
-            5.646800502133901,
-            -1.4015081885908873,
-            -5.831373937094482,
-            0.15510866826384237,
-            0.9774167480629667,
-            -5.563091758681031,
-            11.595526785089314,
-            5.931215431957846,
-            8.32173602891842,
-            -0.3758695636898754,
-            -0.9641680684214425,
-            3.960531508666615,
-            -0.5627102458436519,
-            -0.45347020573860597,
-            5.555220650704475,
-            3.909775583604018,
-            -1.3911297534872498,
-            1.9505917959993369,
-            0.9170769192055462,
-            2.0164946722822923,
-            1.947328503100982,
-            7.93527436421253,
-            -0.0005051365909556286,
-            10.458162710442288,
-            2.8727865729755484,
-            6.731656765693897,
-            -3.28429658473205,
-            1.5163052447646574,
-            5.350546861646856,
-            0.3996132145700458,
-            0.2452234809286357,
-            -2.0518409199017555,
-            -8.491760773849348,
-            0.3495543953197952,
-            -0.6754475995529734,
-            4.113369828064585,
-            2.717889582507938,
-            3.4547667023019373,
-            2.7203802421628707,
-            -2.5866674954004423,
-            0.823975574639254,
-            6.300362180004513,
-            5.640643228548198,
-            0.5916345180934338,
-            4.9382750241490765,
-            -2.4490871684693514,
-            -3.963996271546293,
-            -1.1256946254088918,
-            5.747683173908308,
-            6.839018490051548,
-            -1.6047073743287692,
-            0.9913632083987445,
-            -2.3359545688016112,
-            -7.596095553922318,
-            5.465065675766574,
-            7.887086932547321,
-            -2.433342267772769,
-            2.895924824739715,
-            2.0347399449300596,
-            6.251019939932169,
-            -4.252873870949998,
-            -7.3031343903624215,
-            3.539054021636623,
-            8.737914345842706,
-            5.027278122214256,
-            1.7550008301989943,
-            2.1334184282438047,
-            0.41296269625672655,
-            -1.1291544580343476,
-            8.563361068231112,
-            -4.288226711949552,
-            0.11978876111212795,
-            2.7255664656699947,
-            1.7830293631078575
+            -3.182531532754839,
+            3.978368420585823,
+            -1.3857986993797096,
+            6.440226161436307,
+            3.428189828366408,
+            -2.30896244734174,
+            -0.38684682261430015,
+            5.2122990504107936,
+            -2.507643122296007,
+            2.9933446167270255,
+            1.2327007494061095,
+            -6.272558163122733,
+            -0.35930269511461244,
+            2.0196861966692197,
+            2.181590836329251,
+            -5.307537988192764,
+            14.160393256271501,
+            3.926412716696393,
+            -2.870425607110127,
+            -7.652765562034255,
+            5.240534708128287,
+            0.610574039024669,
+            -7.875029652147775,
+            6.968450033376648,
+            0.5944954693153182,
+            5.1878625616837555,
+            -1.4078503915758425,
+            -2.0183108932016696,
+            3.8812154313876897,
+            0.38203282263230665,
+            -2.0751719156129202,
+            -1.2028540625856912,
+            -1.5626561959518166,
+            2.28616983425534,
+            2.5660785182751225,
+            2.17986499764248,
+            1.9388564015164482,
+            1.6818917576366392,
+            0.3175737997375389,
+            -0.038217188443614915,
+            4.0932281787598805,
+            -0.8586897449899173,
+            1.2098570542483171,
+            -5.151718654051781,
+            3.147134061044775,
+            5.98577031912073,
+            5.562215303304329,
+            3.244800297699199,
+            -1.1821083457765265,
+            -6.070041332853518,
+            -0.6782194917863293,
+            -3.236745331453516,
+            6.710440633231155,
+            4.42031116360631,
+            -2.6189402426721013,
+            -0.11155627751755741,
+            -4.897773571763303,
+            -1.8725881280460424,
+            -3.7308411249627493,
+            0.9291112042321203,
+            -1.905836676884433,
+            4.902267557024627,
+            2.304893210089055,
+            -3.8477654581157967,
+            -3.432572409811086,
+            -1.254117664383309,
+            1.5268710613827365,
+            -6.502846377672134,
+            3.400837469740448,
+            -11.044518997942971,
+            -4.465007093867651,
+            3.380030511502601,
+            6.660527167764176,
+            0.5423947542680807,
+            1.4471352940105435,
+            1.3812692375876885,
+            4.891192766404277,
+            -7.517345291727239,
+            -6.711157026198828,
+            6.031946006367888,
+            3.817964519351068,
+            9.555246641438627,
+            1.3748523849779268,
+            -4.295297786243565,
+            7.723428756541761,
+            -2.4758349247319953,
+            5.9257399086944424,
+            -10.01998345591415,
+            -3.2885644222415378,
+            -1.9812242073968407,
+            3.9220208146600135
            ]
           }
          ],
@@ -8213,9 +8196,9 @@
        }
       },
       "text/html": [
-       "<div>                            <div id=\"943b85e5-7439-482d-bc52-cfd49fafdd5d\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"943b85e5-7439-482d-bc52-cfd49fafdd5d\")) {                    Plotly.newPlot(                        \"943b85e5-7439-482d-bc52-cfd49fafdd5d\",                        [{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.5%\",\"values\":[14.332529211990725,7.642687951185881,8.497198098823965,20.99071081079275,20.246560009534846,34.64941088112382,35.75173549293255,21.141172996639984,15.947164723032866,14.268765164407087,37.512110382447204,23.857105045617573,23.869347220574788,11.665067640206102,18.484540115803707,18.77431054115837,10.241755766482214,28.75809118325044,24.547856117715895,22.89734645439984,17.93100823786355,16.97999004150192,10.415899163826191,15.35103328996064,17.427898358671907,12.463256240546144,7.752478290803671,17.10585440811749,10.499556063889194,16.47152929405477,13.162669999564788,25.28647502076559,25.403709399529152,11.945518083095697,19.999653890497537,15.818081646631143,1.1106827884411812,9.358352050884616,13.946018687583035,21.417895549859324,20.53108192288033,15.857740321048169,19.717861045484426,11.404321915044385,14.327097139897878,4.184139297732231,15.299627652235817,10.457844942521056,18.586381927772294,10.088498821871813,12.103113151249374,21.04638838944689,20.790287565729646,-9.67040021145354,-12.271898971374753,-13.816634963040684,13.392257384213693,16.23538285105128,16.70218026156183,22.619427901497545,12.879829987122061,17.54054030320688,20.162113370443578,21.734138407589064,17.33314898065155,13.069140138417293,8.924007094754531,8.064482691430221,19.397460247125533,20.574526119858113,18.991672869699382,16.579319974729316,23.573359734248413,19.433851457157648,21.48843931351292,27.139045377125832,20.09441162783532,19.194132480989012,18.160603772845676,10.965064482951458,15.013050890110158,6.354343022596781,23.628285200353524,23.565010161656026,10.439796814903481,1.4583454559253504,13.014778462146829,12.406470486007581,14.288485495505558,11.281389485948733,1.3856438569622338,19.582272730830162,10.386228958642086,23.421775883379354,0.2865038638237982,20.254337516976364,7.255814989600932,2.1295259465328673,21.05050662603179,3.18644060639185,9.503483067638438,14.484656053141283,13.47321407779847,23.036442910533637,19.310117058010402,23.932845604696062,37.7810427557729,10.832224684856147,6.872371095589076,13.579663499735219,19.183355229031722,18.24093824135496,6.506857993891794,13.696989859961032,10.56532681827732,-2.854993135356645,-10.644345857617274,14.282512458500491,20.05073948372887,15.015388350074922,20.006549880420266]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 17.9%\",\"values\":[-0.8104918823997715,-3.5383935924495926,8.941653955536577,-1.4806291036630008,0.4646048685251337,10.129511438524641,17.690466918006102,-0.6626801507603681,9.166649982037152,7.450386507632137,-1.455943760886996,-2.8459593769959297,12.469000813640637,8.118557945191455,-3.8146143816320635,4.31952342512561,-1.3568864889419472,13.420705934652084,24.767953660836888,-0.03063846420119365,10.856745411851719,7.592830813384243,4.445134790227043,4.162436950684578,-0.34773238501501924,-4.742636471936218,-1.850541914424992,9.472585529481396,-6.623266723360079,-1.584482920673526,-6.994052121406513,-4.844852727245213,-5.144676933495157,-1.9420461221602776,5.773498891703266,3.99565324809987,2.3164064227878702,-8.912820234466887,0.18896260209453244,9.496224079558008,9.54153039058828,3.1664538311391706,-6.293693030319245,-8.697142525208726,-5.586088874529289,-15.064825114992983,-11.528243863933636,-7.6019867003564565,-2.5533516465101234,-5.944168939199145,2.141095077915681,10.970167846860662,1.6196143843797435,-10.654407209943225,-6.647676977161785,-8.123007355631035,4.517515865141029,1.289673627983747,3.1182220054714493,2.907356701364784,-1.0968871724656424,-5.537444542630619,-4.551613005374584,-4.718060365627244,-4.299147199956735,-0.8480556221964322,1.2484539870155422,-1.9726020167340046,9.992052276386746,1.0076065783740584,5.187130606918812,-3.4803764781508812,0.8092111843952954,-0.7218640703700812,1.3396605519746947,10.12979902103425,3.0004826481771523,3.5021815376557326,-3.30644413219163,-3.7985262137629343,3.1160876034233724,-7.524407419385691,11.355032246013707,5.689957067483499,-6.82239135157845,0.03579115919456144,-2.6096948251224097,-7.675590164904796,9.550690249176881,-1.5416973687511084,-2.532410940610937,6.496098781934817,-0.5922470871868275,2.5294253572936602,-1.4772646633334872,6.278036034118641,2.7134081076093386,15.183188592141159,1.0049983463800727,-2.91592283601925,-0.013558801583148927,-6.517096567548226,2.1636066505802303,13.517202225032339,-0.8323918991615602,10.091817094672255,25.756168914178353,-8.81332684610447,-0.2464379790320086,1.999569413680897,-0.8375108467603729,0.7842105691224992,-8.615549341624137,-3.0967242617173087,-10.318782425564686,2.967902877879182,-4.795617508106332,2.3204377350786682,-2.375254387430666,3.175909898913471,8.164482382471586]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 8.7%\",\"values\":[3.9160580925914976,-0.44898385135950025,-4.9981441794460375,5.6523702669565985,-0.22584708025125866,8.686815593277673,8.634540287208411,10.758378104878778,5.851157329350546,5.0510391856821615,16.902625942466862,9.347734468236931,6.458273546227448,2.0799362525894245,10.466868326952413,3.4764688236484798,-2.4527285344058463,6.291447749429133,-10.255090384437965,-0.9710363894843703,2.3938176882923674,-3.1552228690833615,-9.558502769651248,-0.4195716075486773,3.8699615000727596,7.607841297912546,1.613136796963954,1.1942675747787035,-4.498244959576938,1.6811046423735783,2.1568549439021147,10.68599654307872,11.881205037198754,2.9339903039214743,-4.373451448052166,-2.02097975631002,-5.65568593827869,0.5490022387274109,1.616679826175159,-2.551834107561884,-0.3589359983438958,0.2853115464086915,-2.0317723526564473,1.155701454855171,-0.7979907483284379,-1.82081539113858,1.7407520977800157,-3.978499879682736,6.708082726588096,-1.9771519770276735,-3.858075863442799,-4.731851611473965,6.021088757624244,-7.610864377709934,-8.162102502610887,-7.501596832324893,1.9387504864775504,1.8422045520466444,2.65469099849782,6.122570408786891,0.8760756718379592,5.392224152715619,7.0686425041689755,3.2097008131383813,6.193760654780283,14.742800895374112,0.7065392436817941,-7.393699078208147,-3.8159585840898465,0.7730111307170207,1.5530582043561165,1.7213622817046628,1.6009807598222974,3.28429363831568,9.169582603956583,3.2391598575112406,10.92630909282882,4.512514629876933,2.0528492276137458,-3.2074757444500754,2.425261213628209,7.3204099245192475,0.16985392055577453,1.7013812013013325,0.6491277743433774,-6.850427916563714,-1.004860258317459,6.023634000881418,3.3294502048984342,2.227995087728103,2.0027939271013393,16.0191289325825,24.69401261472831,14.065156758142322,11.269418260990125,9.545737630782737,12.356160181038257,2.1498064659404705,14.289360707744688,12.276889929725487,7.176950819222199,13.29380411477159,15.39077782624856,8.055165757996193,20.17372252611663,7.351518765348029,7.954174354381655,20.780844832668286,10.813315178808248,8.975887726052655,18.881198929922647,20.36743384822577,20.14903718451248,19.85060221750624,22.73694970945952,8.845985499532876,5.8633880249030845,7.396078472754498,25.046496604890862,1.5150414471000522,5.553512217395722]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.8%\",\"values\":[-2.1766437471510636,0.4480781782923884,-1.0898223396688649,7.268778987363953,0.6415313373373788,-6.1332103774971465,4.616120400776775,-3.9753491829543512,1.0268496607703235,-1.1561518170809442,0.5233937604288599,2.0111153256536927,-3.238833138153431,-4.833763770501845,-1.8372559933093733,-3.416623903553419,-4.432397594676891,-7.019653901219181,-0.8134236138908097,-1.6702041392836964,0.3998972223987297,1.4959634536157875,4.160387365646797,-3.619632371261792,0.45486292269648376,-1.9331849490133208,1.0149425301851163,1.883460081187285,2.127446987980897,-0.9066126941892392,2.079673472165213,-6.23844686528247,-1.8476323320185357,-6.773903869488095,-5.919074157453013,-5.025616783033454,-8.174986984410218,-11.527743571178426,1.4258610538990424,-1.8406346308186579,-7.129698229009214,-6.829375312277519,0.028916459531506566,0.02326488668708282,-3.8668234449486856,-0.4514546041059434,-1.857747729939586,-3.5565454654374964,-3.173453580124839,-5.566556619026567,-1.631350479461339,0.13524143547102607,-1.0307267513374871,-9.623880494925022,-8.371966189248607,-7.725430053182934,-4.490651591759906,-5.115564744057648,-2.0893340642121903,-1.9570286237581835,0.416743713787971,-2.1634413768337435,-5.772011447744125,-0.005554662239816599,-3.4828498905087146,-9.94357416195084,-3.7383038162018134,1.2520828561905868,-1.126644469581712,-3.061241970991449,-6.328324531833868,1.4540184587315168,-0.7406012574505492,2.0285965693220547,-3.211479656934838,-1.0739816796917463,-0.8270460200595668,0.6643188739717412,3.458004631819404,-5.568588791563796,-4.866933447880493,-10.813228223225337,-3.7113857806346857,-1.8981895118024918,-8.623635469752482,1.871873612379718,0.5354546719802068,-2.3619759853001163,0.03760377238342727,-0.9394683043194318,-8.899339296357462,4.042336943332462,-8.278043672978974,-3.049470159154266,-8.558282764663721,0.3976806481611004,3.820717738009028,-4.321577831734745,0.11698952583983946,-9.081858296572747,-0.5705449255396868,1.547347505651683,0.18885213592003103,0.4701388621678644,4.702324881392711,10.870836538915569,-0.2297088059416963,-8.748327269059747,-9.77942111231914,-5.765758385739923,-0.6514482709653326,1.7028418386182995,-10.067680830238352,-1.1639402245731119,-9.683474974761662,-6.307176369989038,-9.57843150708897,-1.4501417643347025,-7.270960669535335,4.851756250185918,1.5293219616819762]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.4%\",\"values\":[6.812801267677687,3.7196152201241577,5.915387878407335,-2.359515873408713,1.565704388866675,2.9085593645062877,4.463148131014035,12.196398369652213,12.384434842734432,11.77600545357487,8.173959350586085,10.683632025290612,6.204039394417154,9.971853845768337,7.882225360561104,5.1078315266444045,7.772669097916503,6.08908082231034,14.294815351678555,2.348519410390725,9.663513276867127,3.993526978140645,6.191622513195067,8.731075900960775,7.7609956424393465,7.757898535406653,3.863293769422669,8.769827504627127,-1.9057665936298462,1.0033946839522743,-6.138473793177208,-1.594805969155735,0.007734774990132683,7.959345268540801,-2.316311917245987,5.903445977745262,2.817468973600416,5.804472728350058,5.255448687393654,2.6734214082265026,0.30949525107064807,2.7046092057779343,-1.8426134068646125,-4.785006463336584,-5.092919835243929,-1.9429063520327043,-4.615005588354811,-5.683616512927732,3.590091505534988,1.041060770675611,4.81877972521308,1.2965647242295018,5.038147868098971,1.9044984239926483,5.415082245675536,2.604538472086259,9.086793231321627,12.262087181885367,7.8066470649290505,6.0942745416377155,6.805888676696376,3.866404666173541,5.3122203925322395,5.422188723452256,3.1416980649104893,1.3541650440621973,8.282226199835765,1.3923611789757138,6.613610615749896,1.2705215036902824,3.8485041493930687,4.902799605685996,1.705466756342267,5.226701795852031,5.451682373857134,3.463073772160657,7.52839797349439,5.280275531143445,4.58528092553559,4.084050217468922,7.317469253809759,6.5174947615889876,6.336787228562907,14.3886677927669,4.94969908132998,3.8038160210019556,5.2375521115742,11.591714523804194,6.531346181363468,4.399406355738958,12.526282101340325,-5.839365954694227,-3.720983401778018,-4.5141510337274555,-3.613808946456627,-1.6479969378883021,5.628100512970149,-6.692335268529045,2.5553151899419664,-0.4315194145007398,0.36682274253807823,1.5887050925178334,2.7653516786179813,3.7033795027136613,-11.983708335420674,0.9396505661579588,-11.173738015653225,-5.135797371227762,-5.249164388190396,1.294233384414828,-11.30346738338428,-10.241209427068789,-3.9020286179915393,-6.190547445881049,-7.748698962288128,0.6099638695367015,-3.1374477967117707,-0.6699374195512913,-8.022523159187505,3.3756278747534973,0.369342994538738]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 3.2%\",\"values\":[-2.7656300872338018,-3.159257767514143,-2.119352940293039,-1.5448844014876986,-3.959244037872567,1.1648954000447742,-2.8158509798350253,6.380151310936718,0.1382301229821774,3.4010067684515035,10.838815429112133,2.3459236977643627,0.5149094126498426,1.0118350574148027,0.7700381513162728,2.639923955497068,-0.1839458346027693,5.465156688983686,4.260514705229571,-0.8165420922046037,0.1800067165706988,4.136784722082916,-0.08889964558232369,1.2916924129878322,-2.0720400904664067,1.677367053079844,-1.0474094410348591,-0.21075190918536113,0.09570711631927702,-4.179625529848889,-0.41049094825001986,-0.8392533911754845,-0.30422756340895535,-1.3364847499910004,-1.696033234436825,2.2092902598472826,-2.850357758348288,-4.839610046169609,-2.027903334589363,-1.2924014854582273,4.101286842382472,-0.4568202985620041,5.250603232159921,-3.4251638422002415,0.692929638738025,-0.27222423751660507,5.437781251930481,-1.3284771716913637,3.2688806997420556,3.7943419751156005,3.8502410363470143,-1.3840728462805563,3.713952724524436,-4.279230936936403,-3.66941440141049,-4.216412014113052,-7.541845611826977,1.3655623613795578,-0.4515252209242448,2.829520320315827,-1.7142647383641583,3.1070755774765186,3.0418325876722303,2.883830059903028,-0.009614944703546818,-3.9256652728715844,-1.6657182524337544,-2.9699225018291844,0.230511349218466,0.6984922275497444,3.603711551032066,-3.525466250356079,1.2150365909611542,-2.14855099321047,-1.7383649653173507,-2.295797048319236,0.19541059710466882,-3.1294228306070444,-3.1354469582789117,2.52477533296675,5.414050672363167,-0.10699413389413913,2.1745272743939483,3.9478829572669807,-0.6138346632276692,-3.390478632372202,-1.397059164917487,0.42142927325933727,-3.3280138400972166,-4.625025913461674,-0.06109520614139301,-1.6660605259089476,-3.76663262350529,-4.516477204611346,-6.055945247850341,-3.8633382661026063,4.127143180270747,-7.720144928910849,-0.8232779869215501,-8.143364233800785,-4.73039598105204,-5.261780352735953,-2.7197137417311508,-5.485612193420319,-5.220768025905199,-3.1056740277791497,-8.118084300163108,-4.5745845149895255,-5.902720386709978,-3.657789435976979,-9.259279760941808,-7.444286348462946,-0.7550149767308013,-3.755984868983272,-2.4154375076174395,-12.682966874229047,-6.2116054252594735,-5.697275932966961,-3.509853704902246,-6.089175023189463,-4.161564513114559]}],\"hovertemplate\":\"color=B_and_plasma_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"B_and_plasma_cells\",\"marker\":{\"color\":\"#636efa\",\"symbol\":\"circle\"},\"name\":\"B_and_plasma_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.5%\",\"values\":[19.403622281840335,2.112770708204475,13.798038053250965,5.799149109796061,14.163548002622191,12.465029849759862,18.914925133578656,16.58355799509259,12.962054291124588,21.667999956594986,12.424718074108064,18.8253605878646,10.943081330088361,19.531189962455265,9.132638090519102,10.198270196861138,17.438114689587145,9.035487201773666,17.75883407211865,14.748818531444162,19.236620047393455,10.534577016549758,9.974993113499048,2.7918725945537166,9.79163052736058,11.022239629192182,14.772410092732306,15.872334780688819,16.8949806281369,13.590017381164131,5.67667234961352,11.77574026630876,13.89644970847785,2.315929425898786,8.246808663746018,2.6130171748592312,14.800417306477572,17.834489141562727,8.712937221250659,25.47069772378685,10.085449857609625,7.172958678838768,13.42652531100114,11.776878617752072,19.437924081631486,14.899743884086693,12.420013775753986,11.090789612163514,-1.470679668497744,10.181016173582442,26.295695146245713,24.20452589855516,22.684649606468895,14.81441770028834,19.357058823726902,8.868787814899395,18.07494704207588,15.514497934229016,13.956680761903321,12.291781475809104,13.145113598387931,14.695253008524,22.10119089667603,21.143485079168453,15.881232948202316,20.510718004961262,9.088088675921803,18.50617488236074,26.450746528284498,22.474333817086904,19.433629286904946,29.746326570752018,11.08560676269701,25.636659272501145,15.793748664272293,12.4092919468462,11.886042628166727,11.542615861713045,9.312752287443782,9.443697458087383,20.289885799633776,13.81945392423814,10.273695368651625,15.021040122504044,5.0309946987423295,10.20069862418709,16.438537395336038,6.836398226394337,19.59307641449557,17.69436421741975,17.464909661138716,19.47286642885307,22.460913154031275,10.313930778322636,14.099586885057825,13.502245699763261,10.833142234305777,13.687170230334685,5.913326164782688,-0.4907687776225207,21.255281640022908,23.044702073682657,3.850716061909873,6.218791143705236,8.216360787839577,8.758548912382505,9.56799128223097,3.4360751656220625,6.457454873980443,20.52213858717672,4.338675848233439,7.69839420591223,30.0417746447081,16.213408784011534,24.356578259193697,22.09425029863867,16.28934252133,19.96831786680629,33.32950554409529]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 17.9%\",\"values\":[-5.692133818368072,-6.064272770183398,-1.7609798231481275,-6.480716398109512,-5.686783688292741,-9.300743921072451,-8.183507872569361,-2.763612910376305,1.6316225614970545,5.34694721649297,-12.699468129104446,-6.099614621457193,-11.80943495082301,-2.7835290733218336,-3.614722665432582,-11.389167836989952,-7.7347414154799266,-7.850713443650499,-5.852724374794694,-6.287575569451922,0.931865498869201,-2.263774954775489,-20.341284220299883,-10.343343355403137,-15.319420333512005,-4.933363140571699,-4.902935498823286,-2.3530027471171056,-10.294378593871862,-8.826402705881307,-12.532664926836977,-11.40470185403106,-12.243563482090131,-8.572999475566139,-5.820273314082227,-11.921525829485006,-5.48978328078871,-9.097787874130441,-7.339291992611292,0.6029183343856461,-6.4079478203619615,-10.022190531190407,-12.29793049578642,-8.550612621613663,-2.0440127140865694,-10.861962798930278,-10.144033926841846,-17.23780532367784,-9.213814989150455,-9.333147462937069,5.6187622231089165,-2.746349594323263,0.25119984397231715,-2.9730018581069286,-2.1642223220607,-14.787086491302873,0.2208590833360733,-4.376301372543206,-14.51943430731989,-3.5557862657049935,-8.650334922762418,-8.471971805624186,4.115648903220077,-3.5181061145691706,-3.176769429154533,-3.7512058099681638,-4.970068608964352,0.8745818680452966,2.2283707536190005,-1.8192886728373483,1.5377064588439426,2.7409670410383793,-5.941121865160639,-0.28711608989630855,-3.847990791995475,-11.580594339473393,-12.442815017460742,-10.67214955398795,-11.538022649549951,-9.867636089036854,3.5170826325397004,-12.793860926744872,-14.66258385313349,-0.2587812246103629,-8.642407695865202,-6.922472240922492,-3.192701443260987,-6.598671556858756,-4.185035649530011,-3.4135186617359667,-1.972109755871064,-7.637036284984007,-0.8422181459802897,-1.7189962767962,-3.237938560223224,-7.7074830852954115,-8.37050564574054,3.5037914863115605,-10.635430218420854,-1.3844374279042477,-1.6776262404037658,1.9777910414090627,-7.175809931711077,-12.093557989528879,-9.09609896793305,-1.569883162179956,-2.356146390532386,-10.376809634559097,-9.621548895234099,-10.695839752731047,-5.360603168479748,-3.4098957948244344,8.975466989276708,1.0961369529233167,-7.804925708543246,-3.1420359642540996,2.130438526283089,-12.67381145284099,0.8227164740024449]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 8.7%\",\"values\":[-4.352702244237481,-14.776905742577604,-13.18358425879017,-8.838215312915516,-11.125716885883502,-11.64895155611935,-8.093652811097883,-1.0750214452794502,-7.161656717050818,11.757307978971314,-9.521577374092088,-2.2958161171930787,-7.57957828717389,-9.543845772752178,-10.377921197751693,-8.522651651843038,-9.555552509903025,-8.413701969428875,-7.709383846611283,1.4751614498367949,-7.446319813415608,-6.987107826017092,2.6687448080194094,-10.29550509358114,0.40538471425568234,-16.67540544639411,-10.661991964948685,-14.338574136162064,-7.069060993761666,-12.243721419689887,-9.70610111884335,-4.042256589044049,-6.289444609531182,-13.38354014313601,-11.546857689980945,-3.1613287841902573,-7.248028238516005,-4.796793379187683,-8.69209862717074,-5.492844885628353,-10.084340210223825,-7.0412538934203734,-1.8224938955243641,3.7214943684187856,-6.022647664150817,-10.541090208054676,-11.441526001062254,-0.6399331666476837,-4.900181118296153,-8.625993721509015,-11.715264970547889,-8.631902869097287,-11.251463963579262,-8.230767117726758,-10.223871919694673,-4.626940532879335,-9.261906124163323,-6.433897600820117,2.1248461142502544,-9.867936168413186,-7.412205148662601,-9.96808232502854,-14.097471388100283,-9.261778529630675,-7.199020430079915,-5.941770424082909,-13.142127410923926,-8.685945016453037,-7.436920641505369,-4.11881035198242,-12.29637345887672,-8.934439152570462,-13.041512336809408,-6.03918685016567,-4.035636282272753,-2.1464581157228535,-1.2761203610190686,-7.2939635050867615,-5.302208956533007,-8.515228883354675,-9.444911066301556,-0.879937584664682,0.7075635230313693,2.367767129267998,-12.208152697348538,-10.150195878461837,-13.282203934129239,-5.5550291791927275,-4.209982400272137,-11.265347813493294,-7.158121527796995,-6.251034865013431,-9.390174456845832,-5.092387436740656,-11.605282592427562,-7.534650437327317,-4.7615150779707305,-17.57377958560984,-9.625690367877471,-13.959718681737755,7.733260291564879,-4.075541000364089,-10.884797373451184,-11.844352942890437,-9.395220196296043,-12.723347865776306,-8.397789389312928,-14.803315166127959,-6.225005884292891,-1.83172630583377,-7.501583955496441,6.537396849163428,7.5848022844971945,-5.7883361060892025,8.214781326091181,-0.23108180799948508,4.986394448007828,3.078493914206971,1.138146962227536]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.8%\",\"values\":[7.573783300596363,-2.6989698079333104,-3.017600341514727,2.19433045133043,-2.2273942982827135,0.2654615513054692,-1.4022110006359663,4.544984602685149,-3.9141310877274034,-3.3232368232831933,-3.942184217004854,-4.734684721559432,-1.314764177388699,-0.5103691037608535,-2.311466498769025,-5.9521170422544305,2.7528861452570976,-2.07524547965755,0.4377602198450359,1.1904576934040003,1.1123186670832172,-7.098042360395583,3.942372739768884,-1.4468403431925934,-0.2586420310812311,5.740469484846536,3.15651165384585,3.809601618536574,4.325259725927686,2.382949629126415,-2.5626389590534533,1.5698789677003637,-1.6958911452540402,-3.141018075437486,-3.648417344481398,-4.24567319209123,3.929412106283073,3.6571242246463083,-0.3278658969041752,4.657822013989979,5.042157197885459,0.28835271035086674,-2.255064637251328,0.266800936509596,-4.322952266445559,4.287075873339859,3.5736356375838705,-1.1578702538549956,-0.2680087408292615,-4.0497555789678445,6.295666751874364,6.052999340246597,5.704970321409872,2.850081981366307,8.643546632972306,0.6490424692968257,4.314859082438084,2.328977586701118,0.23635688042531378,8.693498351175528,0.732216292521743,-0.7151222336499706,8.480823968034843,12.286160091762934,-0.7680671354159144,4.946943136506493,-1.5106348714450095,5.726534120444066,7.498562199181032,1.1505903062607472,10.474312648384057,10.205919058558615,0.747075672401309,6.879674237083448,0.31215789417542894,3.51619194714959,3.237261706189572,-0.8371731734332148,-3.74860889505441,0.7099776413003672,7.656765388205017,2.7044774344581732,-3.2535765228553073,-3.9470383959765707,1.0073426539719212,-7.272989443734973,4.9455368411126575,-0.9212944030040429,-1.7113727050507135,0.7991097638701339,-1.2063630426314866,-5.275272395718721,4.125730592538635,-3.909013354879333,7.210422285908819,-2.161214935383547,-5.62749788411999,4.399723650969165,-7.200521903686518,1.2681574934749782,-0.7583486358828266,6.909848749781991,-7.987729583088376,-1.3418111229415737,-1.6927420835442528,0.7732234696746834,1.1073322168112083,-2.7627263173383803,-1.6389085031060069,0.6980267446337266,-1.575115508066682,1.320276964179636,12.9446759078545,3.9925277267834822,8.480323731587763,11.019275967564237,1.9358597811556848,5.717250126079697,6.680794801693571]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.4%\",\"values\":[6.795167552080497,-0.4640224879356641,4.2117515624914255,4.683164546327707,-6.182563346104973,0.4151589592541638,-5.326073738095133,-6.895454260161932,0.044980463445334205,6.013628477737726,-1.4137263705211187,-4.358225690289158,-6.630976103483795,-4.0993377646244085,-1.1911147281338008,-1.570890028389897,-0.40532078976683467,-1.1724182108786696,-6.090231167076639,-11.245150203421627,7.876675087449544,0.12602523963771503,-9.094327662917474,6.9324033859618615,-10.220890685851495,-0.25846240516174585,-5.066128028072141,-0.9663406399817243,-2.635196028108933,-0.6436752051130691,-1.525531417372078,-9.273095549678516,-4.78760736366809,-0.013317177845053877,1.3570331704816667,3.3369727951106576,-3.629345786211788,-3.0277487404025933,-7.006864629131808,-2.105756736170245,2.2660813078172657,-5.586061175177508,-7.031569578006979,-12.887115258942393,-1.6906464933400192,-0.38811758483334047,-2.304957958395858,-4.791474974788912,-0.7023040524771157,2.848904821694757,-0.4196159141238686,0.11689143448600459,-0.8251442082365674,-4.908620007474553,-1.7178745806041982,4.840015822390029,-4.367364039971548,-7.973466134393554,-13.767915834706434,-3.395545616961797,-1.746753886560387,0.4261575900661827,0.7173420934997777,1.6140701554219476,-1.3172301768266883,-5.187685733050459,2.088071329709691,-4.554039971692719,-0.8250143719866408,-6.897684761719175,3.7674101396907185,2.4595692479501996,-4.382511652032042,-4.147740459121453,-7.140962683007371,-7.857717759902819,-4.707194693218519,-5.34409980292725,-7.094928233281181,-6.877981329138137,-2.0364250493070397,-10.070158909550386,-11.514131480779328,4.629199862319323,0.5606473289623616,-1.4729162323210967,1.4605609518885005,2.097157785044053,-5.543643956834832,1.2895139186810134,-2.819087394050447,-0.8948700455783439,0.29692221417101894,-0.825198569486407,2.362882896533612,3.2173773538853494,1.034047124773793,4.782198775698495,1.9189652842117013,-0.3930304296585169,8.6385486073006,2.523839382043679,-4.782400650347165,-5.202580296988493,-6.206056981207049,2.7504940882178484,-0.08116829497164693,0.42861390754335965,0.3333666555026751,-0.33569172059220503,0.36282707266636643,-1.0692001139908944,-4.855548986493762,-3.646049565910946,-5.422477246745545,-2.145145562450495,-0.6147404196471902,-8.395565666324908,-6.3083951914528695]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 3.2%\",\"values\":[1.1740525137452598,0.6194522995624296,1.4116979452333707,-5.738350427581665,1.9664694101469808,-0.2919817835271673,1.378905606750184,-1.0001430840514098,-6.399397258886863,-0.16963745913637268,4.50833079993023,2.3772385224362553,1.289613032801864,2.159061143956561,1.1673075789099039,1.0320816326797433,-1.9955973100895341,-2.789507645879339,3.941092499509458,9.151460913116399,2.450907274688111,3.6473890079026665,4.273714121202266,-3.741168244452658,6.220520688396557,-0.19408944783903823,2.236320165240667,1.8204615960165993,1.7811675076164577,3.87675746424305,-1.9207111507635095,8.526336389178926,3.943571151328981,-4.76048127162867,4.812747131792236,-2.0374400916460758,1.8249139143816318,-0.8658133425587913,1.8802138355417803,-0.31688052353898505,7.457348357065514,7.476167384941426,4.41385928326326,7.472069921159433,3.5606128417935827,1.342814155995613,2.2281932872906163,0.9652375910915142,-1.2884939351264797,-0.8394272929609746,-1.1566472159021417,0.5842009771741354,0.5627923338667818,-1.0323883043772988,0.3073221901282677,-3.4163299366541895,-2.2225494714289513,2.575434614046635,1.1309092052438847,1.6983714940739192,0.3180478310977318,-1.1246101286119632,4.9044496672368,-2.1383560641240864,2.764634557039705,2.914218864148363,-0.3362342414379309,2.0283676329159417,3.7071245527389203,3.8429344147438877,-3.529092488292079,0.6333031165831989,2.677492649979236,2.7064580865032637,2.097274709811909,7.073715683391287,7.542516317610304,4.9574451227193705,2.940436128003915,2.1458489242721908,3.0611019927221332,10.854617807143583,6.137142666324331,1.273689937112697,1.3118507915901296,0.06918185755825025,-1.3395113291531535,6.821629609012828,0.6234052050315874,2.4619186737334537,1.8804402544118883,2.2933933568466767,-0.3655981452031235,-0.7986225631447255,1.9800345873708247,-1.1364971129262806,0.5908739212542092,-2.1472822099135023,-0.7808299905396946,-1.0123532242741202,-3.813019632265686,-2.9693479566674417,-2.41043439481379,1.2588831853359785,1.7368327041242508,-0.8431785739727582,1.8520951764851736,0.428769558539,2.065877347357987,3.784036576871056,-5.269033847597604,-8.233033077042089,-7.549791360767359,0.906123483011288,-4.499769449939621,-2.818009007177712,-3.8622579890691675,-1.6043144223870915,-1.9761230940578045]}],\"hovertemplate\":\"color=Dendritic_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Dendritic_cells\",\"marker\":{\"color\":\"#EF553B\",\"symbol\":\"circle\"},\"name\":\"Dendritic_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.5%\",\"values\":[-16.681919153031615,-11.296893276411879,-5.455369691536223,-1.8329579148372783,-6.4751794295070555,-11.031525230244867,-15.716645491000397,-7.488901659579707,-8.917148357040848,-5.387218561287919,-7.875151590417475,-14.444904870628807,-16.19563059270942,-10.757213022263052,-9.796588505080477,-12.205891308309283,-8.32787716762199,-4.734638802587958,-9.798380279568008,-11.334200785749445,-17.894668324179523,-18.174394364804165,-16.907361441101074,-11.557613880503954,-10.0855990324363,-4.717415942790337,-11.369680787048875,-19.62475748590959,-14.186143620626542,-11.783881210736023,-3.9799058107685754]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 17.9%\",\"values\":[-2.4866964760553727,0.5827084616970761,-6.584790126959794,-9.843204474701432,-1.735037112093135,-3.5203890971439935,-0.3648528115117955,-10.917437959041518,-8.137481841552493,-13.17666462701792,-16.0340516466598,-12.249309450814785,-7.044110888655938,-12.35485172204314,-16.541870907670287,-7.365893206475485,-4.305005599332729,-11.727679282920416,-16.17806090479052,-4.301600076456077,-7.38751015486325,-6.083325694074893,-9.485794812327878,-13.649810256624965,-11.455826284271044,-10.14553057600989,-1.2441429122295307,-0.9462311260941736,0.8661076293733264,-3.9148123998510487,-5.53122749805992]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 8.7%\",\"values\":[2.6185924659809556,-1.018407303529048,10.225681931958816,19.904646500675078,-5.616410932343824,3.1163211888804714,-7.100892494915584,10.551856369121449,4.838372227757695,1.460753556288361,5.05695512014473,-1.716539092530606,-1.4635000834508833,2.2482965254834832,3.5841306523773815,-8.108271926005097,6.777793172685909,2.979251246941288,6.357240783287284,-7.6652734147395645,5.264964247602477,6.50843019057861,-2.8950354344450377,3.775356067187089,-5.462830714200916,-0.46155422978483257,-6.650470731976192,-4.352703555432485,-3.793486004612836,-0.3050314264329532,0.25496446419036234]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.8%\",\"values\":[3.6762665008616078,6.766644662762168,6.123733287812233,9.780139022029173,4.524486048893658,4.787873377486053,3.648982237328458,5.464958411607075,5.614366012423148,1.7358535797936918,-0.014460968870127822,-3.766067808118958,-1.1991938525729064,-1.7058724674915315,4.003989070100161,-3.437928065904411,5.2237200002062,6.5474677003094905,-0.956728047335869,1.937080285692793,-4.499993516026979,-4.179867939580983,3.7174903088048725,0.7447393315798223,-2.3962108946888008,5.263364517421521,2.9231726924067627,5.719908570946161,2.229494715575124,3.196495047941754,9.547705280158665]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.4%\",\"values\":[-0.1283063713900702,0.38143405864212854,0.8543002575797355,-3.7600804208584995,2.385453430153325,0.6070860582841603,0.9319586319699327,-0.1411742222920248,-1.6096741738729843,-2.8300671472675822,-5.474244116933185,-4.094150542766461,-0.42615083257252084,-1.7275787751535507,-2.8449158937252665,0.19302357919142785,1.437828406076573,-0.5641951570270887,-0.08400948879488705,0.18476066027971905,0.6179924567773644,-1.1351875448605788,0.30198351714256,-1.2532164417618834,1.3775625239131852,-4.0107207886394045,-0.3738303926183886,0.08158311282873078,-3.8505344237072916,1.5822323940194407,0.9003545899065515]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 3.2%\",\"values\":[-4.357256773342994,-7.729013711273134,-5.2216531136481334,-5.4398592099452365,-12.305627577556272,-8.177296232482782,-5.675296891091547,-9.07596603922799,-8.317932390031267,-10.30121516941709,-7.416101082904636,-6.7178377327023036,-4.729148340497778,-7.506239007834563,-7.903397122826476,-10.371903864095446,-9.04913319865811,-5.231457614774617,-7.746948531750676,-9.796542376799318,-3.583295613837255,-7.2049922201199035,-4.751859481831092,-8.42056202413112,-8.98676964512599,-7.812353808290694,-7.629435537275462,-4.864725739113075,-5.577830298073223,-10.443103339881866,-10.159666880593742]}],\"hovertemplate\":\"color=Endothelial<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Endothelial\",\"marker\":{\"color\":\"#00cc96\",\"symbol\":\"circle\"},\"name\":\"Endothelial\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.5%\",\"values\":[-7.900747032988724,-14.236430087722049,-14.881142565966856,8.185992224233239,-9.35839628334074,-15.08408507237451,-14.89201483884963,-10.511293868206662,-5.526822278742043,-19.66681040829703,-9.740688500051156,-6.371459307153175,-13.208046867663398,-10.453885165768408,-11.646130459986443,-15.740567938868473,-10.724731504722048,-16.65724413489272,-8.870988414022133,-13.702496653823188,-18.85110760161824,-7.507836184472188,-8.587527071236536,5.377498168574093,-6.309368600426573,3.4415204536627195,-3.4187311109913985,-19.029588369725076,-12.501262919785843,-14.94624656443327,-18.420885400490686,-18.323990700353985,-11.85355172475099,-15.783218300560305,-16.700742648686553,-14.567187667586742,-16.33149803517134,-18.428060397654217,-15.511260259148962,-14.270999543450772,-14.817336777120417,-8.488105670856552,-22.355276516515307,-8.846962647557769,-6.391677800395032,-11.387958252786824,-12.47847252958988,-10.185952269079017,-9.883202763175763,-2.0133816641705575,-7.755917342520793,-12.996125575649284,-14.788432672851808,-7.830113753537813,-7.066838249339037,-24.570581924459894,-12.691552101148488,0.1684012490284288,-17.421243223598765,2.2611097361548924,-12.913139798265307,-5.357826175116285,-13.266412117897467,-12.434733256327208,-1.0635539195819115,-14.139994118794416,8.863345351243343,18.406614424614776,-5.853527648553441,2.6511320198910266,-14.934291131725868,-3.5704986701270784,-7.064094592611723,-8.212426154794864,-1.7928814738483354,-14.206226863285657,-12.867919827079241,-20.09985598195333,-25.061878458328735,-29.10278402415135,-6.2692867696998125,-10.444686396461545,-21.05388366428948,-22.89917320104677,-15.825107308449315,-22.477324876553176,-26.96223497656853,-18.49788336522248,-24.906346325367586,-19.53976086749695,-17.14867000355328,-17.407631966891532,-11.101667042486516,-12.798049562157697,-17.684908425832276,-21.079279697387353,-15.748780552679376,-18.141612910711025,-18.32634523528215,-15.371226094707144,-19.927539835047508,-8.793898342168665,-15.64530932661723,-7.481090802758926,-11.673959658393965,-9.737808387349144,-9.245947532262072]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 17.9%\",\"values\":[18.919995269865193,9.701143954425625,-0.2386112802513436,8.975598772878007,21.77508642972416,12.155070128869626,21.941448585611653,27.081498264702283,0.35395336545172906,6.5152550517054975,8.063820909617041,7.835647051494222,11.6535430212538,16.0880249577356,30.243585139576297,14.83637549269717,31.98861429520331,17.928288524848057,26.607436784327575,32.35496800350661,4.31212637661411,22.144925606683813,19.209264298071382,27.29584744322463,17.552918781900917,2.5408980468946005,19.605235335670784,25.684133464550385,20.329887026304963,15.386680057538095,24.181932508025312,21.744049916182377,19.774753700499865,14.49449080175656,10.59041617899231,11.773439567535156,31.288880697754287,28.696198736217934,26.987489300369425,21.660974445280573,-0.1468472948980296,0.19433920974056829,0.9960163615139334,12.085714706764406,9.229760429734942,17.312033291766404,6.127701615773333,5.647476789476855,2.861973300479522,18.736687481017032,10.154734911285814,8.24209441142698,-2.953596079257325,21.504633673708305,21.821442734644393,9.477709392780596,20.57293927039004,23.396632931790602,23.60272169830288,22.968875404692294,27.204224760258167,13.113537893207361,19.169992596245965,19.516430291751767,13.255246226888374,0.5107563612740406,11.270393504314931,35.06455788410068,20.81404085264694,22.75166155160022,12.020963751451132,34.31332498091387,20.57700798851869,28.421681920175168,28.3930572181606,17.8150917653637,1.3025017509000263,-7.247972587663433,2.1530640390380595,10.190534905687215,0.5459561302514571,14.21490559146433,9.447572876977134,12.08363012214338,1.1098906053174122,5.773178849137752,5.899488176837009,16.015356601185626,3.3036944432975726,16.65611707395691,19.898347306889175,20.392857797121994,-2.940388354997953,17.216969010590443,6.934474813878473,17.855913427998555,-4.422213412858078,12.997784458263743,22.69816012035653,22.243441749522972,6.34221289240787,5.056244622048658,3.6310537016254685,10.80687760475136,14.086759386883816,6.164101307138273,7.7663721232734675]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 8.7%\",\"values\":[-1.7604264592263132,3.8638947795504714,2.473417949564354,4.496111672407371,1.061596289634073,-4.1014311619135135,-4.847051019530076,-8.856776099911658,14.197114741506324,0.5534390841555901,4.964286171758113,1.3159790935852258,0.44879249363792195,10.04955719647131,-0.9644627664818755,-4.519202993787872,-11.172082526564507,-1.904148049824725,-2.70511396128998,-11.879199414019055,-3.3254376724999086,0.38212826692638613,0.5015934564368614,12.960519173883402,8.944138099778622,6.086282338897705,-1.6155312984775447,-5.166163325579187,-3.2563512061391013,6.344609835909145,-5.498893989162884,-5.435631757680342,3.5704080068489423,-2.6568018494677204,1.4265496004840101,0.6293678278177577,-4.5033203505481865,-5.5210845023883275,-5.217760688859671,-8.364813421566687,-6.565359696890449,11.143041547987654,2.7374142348477104,2.1009459824912993,1.7774160438809523,5.040372876704135,6.441739330969414,8.438321424474632,6.668740256176774,6.0670833043173955,5.709903678577047,2.0074039357297098,4.857408306504009,9.742590158054407,-4.303629222392513,1.079052270758614,-8.70735693731097,-8.630383811652882,-12.566329465605024,7.694832074790657,-9.331665956905969,1.6354622866757533,-0.46014952595857306,4.7562351474889795,0.5339712777190511,1.14441808792956,12.692535966323586,17.64675298976014,9.640799999645452,11.552913540854401,-5.248839631758651,2.83918015009881,10.459572855230281,4.382177596760152,9.907738940971493,-7.678855076488778,-8.885269541780895,2.61317864585126,-4.110529643624969,-9.173601230555716,2.266056249140971,-9.456299345620803,-5.485670255960193,-7.736592806899377,-4.2762044668501815,-1.2474588692133484,-11.310086631791174,-8.692037995622547,-9.054891871786204,-4.5350447861577745,-11.439353998806492,-4.812777494416858,0.053787046427223206,-8.502216145303581,-3.0492384793445586,-4.17790673585807,-1.4684002239359282,-4.6616380166864335,-15.28332031670251,-13.863925128790497,-3.2582964320959396,9.118893051130241,2.5460635707724615,9.843414741638195,1.4918619916769202,3.4263168625426745,5.487144876341413]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.8%\",\"values\":[-0.0537795940546027,4.9636759289870165,5.570594659167735,13.453393180139795,-4.456541380679365,2.7924935070275563,-1.9176923535634143,-2.243203659556479,1.7557191510374623,-5.274860520404694,-14.960721128966398,0.4576590420747173,-0.057277507281960016,6.222164150440402,0.5477716353555935,-8.799669112239961,-5.348386155485222,-4.183118274152389,-2.9720632264839435,1.1441983845435564,3.3457637247456393,-9.956150345281173,-3.2234450195945534,-3.4165993776267927,-2.291355965952606,7.921919521606905,2.272978023640487,2.808761379218692,2.2681637071988803,-7.9995576188883035,1.3938515034794974,4.1416196864437955,2.1075019868513336,-0.6271747948057409,-9.907549431073312,-4.162863773250031,7.538531002307636,5.478348894420704,6.445095434934383,2.6496485803245315,-5.955893830803164,-4.929658620728713,-6.012603983257646,-4.058735411301967,1.857886808699082,0.23966102176568183,0.13640073927227458,-1.7012190280791306,-0.8543311728816977,-6.755543044824636,5.175355686552372,-11.698477755641061,1.0827725849731098,-3.005711021836513,-2.402935371260109,4.953834725020483,2.3262958660078965,0.45366675348478225,-2.735217546037185,4.0419143394284935,1.3181021867320781,-0.8809296853166673,-3.0114777539304485,0.038147613640335754,-0.6819637437160466,-0.9024896593123573,-5.224080253823271,-0.9650488396729641,4.4821134165898915,-4.78926635184008,-5.2476279368529894,6.826850572864495,-4.345172775070611,7.805018600290016,8.829208377420429,-3.8547539050342308,-9.13629559174337,-14.116254566433199,-4.403217059976005,-5.436830588764407,-5.286746574444326,-8.380326737064516,-1.062556323419245,-6.282376928519888,-4.75215772699916,2.2244866366930927,-1.5797282082922388,-3.5476852678999906,-6.204786568648321,-3.7185958956844356,-0.4229901844175654,0.624575432821042,-2.7820681581718776,1.214323371343705,-0.8955702936452841,0.4481853080313727,-9.958697757441012,-1.0476604844539668,-1.4862045913337658,3.348781903710634,-7.644276450467186,-1.2656755795769148,-3.253175304759872,0.4134729807483484,4.151044977801335,-1.2417089338791654,-5.3914366799680415]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.4%\",\"values\":[-3.4523125279042164,5.492437538441156,2.6359796498522794,-1.7546753758165288,-1.3132494479849606,-4.481813500193165,-2.2642978060756023,0.6522510895155538,-4.921386534871595,0.14432321031173637,-0.6129883871739497,-7.879186437686645,-4.609326670231442,-5.654292056808716,-0.6950779688716286,-3.4342692713013654,-3.0477194103413288,1.7791845884452222,-5.840914690402992,-0.22567899727011964,-0.5079792687519723,-8.533940247086976,-3.4760662279871473,-5.3472634289224015,2.082839635401604,-6.183278423649231,-9.127685183068994,0.9627175185873024,-0.20706277285519312,0.5638055107461029,1.1397917559661477,-1.37568750078426,0.5354462255115671,-0.9546523319640956,-4.599112324372678,-1.7277242070181038,2.1236140397649357,3.0184720733030184,-0.25059311802936474,-2.4504566502084804,-4.250792306816921,-3.0344750679883363,-3.297008791211476,2.279122212218469,-3.290261297923208,-4.074818435044223,-1.1631144730627099,-4.113701649643669,-5.194057352291915,0.16394463090789907,-6.368586969509843,-1.553429050918303,-0.012610789330244359,6.11002329901853,-1.884750204791824,5.047671922912995,-1.883984473335911,-1.5948798031823463,3.6698401010863133,1.9283214697371593,-0.15317475805331254,5.443268768096081,6.099517379653371,6.23024996459581,2.5822989862999246,-6.992216447451486,-4.733650528830365,-10.661995362593174,-5.211899015442075,-10.128533773115795,-7.17691603710887,-4.316115229885083,-7.918789275877677,-4.162926005376901,-6.266365130214744,-3.3712941448357245,-10.35988301336044,-0.9142442596764349,-3.6724730327694872,-0.11109390042268816,-3.394528129971577,-5.76288148875798,-0.9383905000655892,2.0336271501106316,-2.9984954149944283,-2.744142208836306,1.0826240320217173,0.848813810834254,-0.8630558093268614,-0.703343951319268,0.5535162801998693,-3.181478428783471,1.2937425871708055,-1.6719848696236848,-0.6481725661300775,-2.969589725279203,-6.395902308481097,-1.93940278583244,-2.365615872641996,-2.4893618256051595,-2.0471584121887196,-9.480041680318775,-5.8361592076507645,-3.54267927840111,-6.94398359791191,-6.089604101442374,-5.872611712443662]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 3.2%\",\"values\":[-5.414670336804079,0.388516626322085,3.662798300271323,0.8661234392697559,-4.407465801884762,0.9032555572745893,-0.5160340989259296,-5.5801524922897645,9.43300794691925,3.7889936834881515,0.5512546099356231,2.629704352175371,10.114031934266025,12.828975147824378,1.6428349855964697,-1.0840104098957366,1.2543731969428802,2.9029776166367247,3.377010752740482,4.436359179059937,1.45835583232539,3.5242014751423962,-2.128203659810887,4.642601040780792,5.139398261851032,1.1514904008029125,-0.3710533383830253,-3.1067224728691425,-6.002864616985229,4.344836333356531,-3.173302330323848,-8.058103951185009,-3.3361465887336528,5.193858571326917,-4.290346842319525,1.3920172187758735,-2.5987824563969717,-5.5230436826983365,-7.538978579660606,-7.587630603926997,-3.073002153756185,2.0754513128749363,-1.5222533552601667,7.648625549765501,3.2880120429986945,3.7988026366681087,1.566959909291743,1.1357363755899106,5.353424660817543,6.578077361414298,7.982727218327953,3.1383243834863133,-3.285281872484094,3.6976947776129387,-6.126966437350923,-1.7168046171400806,-1.8168591987378573,6.422820339612926,-5.665791578123437,2.9027419587866867,-2.0054395016612125,6.613078615514447,5.569546362302364,5.728220480368759,9.123369497339965,7.121585305788346,3.5744584658140797,9.716587138896047,8.689689183275533,5.516736876234602,1.4744667805389022,12.286200024660412,7.34513064579574,11.811668950465577,8.895158747270685,-3.059756411904246,-7.199923686841736,-6.376530414910964,-3.9982995104692947,-5.151156749236543,2.626482887811331,-5.078959418326882,-3.021636619492215,-1.9721273606190124,-4.903773934968704,-4.421850716522769,-5.3700756311194,-8.429507878535293,-5.5491846091275,-1.6043093855677033,-7.565014924070918,-4.4407552719983086,-3.934650397148025,-5.888825188889845,-2.9069320471180293,1.993103868213147,-1.5483236289433948,1.1031687386159708,-0.5845070155793154,-6.033667015665203,-3.107117086430851,2.110392141178906,0.6335826655020264,1.9102218405254512,-0.3674232244349622,-1.5483354170463373,5.266177794196306]}],\"hovertemplate\":\"color=Cancer_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Cancer_cells\",\"marker\":{\"color\":\"#ab63fa\",\"symbol\":\"circle\"},\"name\":\"Cancer_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.5%\",\"values\":[-27.278425810670058,-14.605393811545056,-28.089167496050344,-22.434534695854783,-19.74170032846431,-14.94493310326094,-25.92231196526005,-26.327339824382292,-17.724404878944007,-27.124681194987254,-27.96300101698023,-17.603413639162596,-30.601129353201863,-27.77316915904595,-27.049952547057714,-15.650983579164102,-23.910054641650824,-19.216380420076675,-30.64320541768008,-14.758746622257632,-19.489267332709186,-19.592606673312332,-16.775311766774312,-25.913968447295865,-25.67365332541916,-27.940086037747506,-18.76276724730871,-22.20397651555315,-12.54409962023275,-19.53837209474834,-22.248335401621794,-28.79210816610921,-28.308492398771385,-19.249138254206066,-17.92949068981475,-21.47627695195097,-18.699451871545868,-20.49834410565282,-30.301556901774987,-8.7248868312093,-16.805978096138425,-28.793926389842955,-28.567230125113298,-21.03160601874093,-13.677508522571589,-23.330809504492912,-19.679013911470435,-12.568604997039792,-17.99062200571608,-15.14117889209881,-14.015427899706719,-9.522478363558353,-15.229336270734521,-25.78776281345347,-21.76914126134889,-28.134981811738488,-20.762441989079747,-17.28253169064552,-22.91281686693661,-19.972072181303112,-18.653898804298393,-20.648584509863383,-13.690245271033945,-13.636243931344417,-19.718506049561235,-23.72827371363983,-25.070285854552324,-19.854844191874975,-15.339005120022637,-19.150984504490715,-19.36411123654689,-15.697145753536066,-19.52866777870281,-11.393828988526511,-13.374973106318732,6.929482600339284,-18.62572862311603,-23.55141694524937,-23.173875134973866,-27.020111989250303,-35.03890661397108,-23.728349666618612,-17.81055275119759,-24.97254986909441,-22.245454133353764,-24.50001521518099,-28.967882595664676,-21.94541690692605,-23.780770047095686,-26.808667891999715,-22.87950717672124]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 17.9%\",\"values\":[-6.602869063478773,-1.4148079271920584,-8.32353406053715,-4.677282930788876,-7.652946890050872,4.45280450640705,-4.834911361487343,-2.0648062778002707,-9.86916650423742,-10.830296283652618,-5.375135124956586,1.1768184022683115,-10.650984663698896,-8.789198660715572,-9.114318255171842,-6.886553779404501,-4.518725004458369,-6.8259200210399555,-8.360514184549821,-9.63755821820504,-8.1746840925213,0.2113942624786045,-2.426192677674135,-12.054979203616675,-11.911554250571559,-10.783845212751572,-13.578801130415066,-10.609335432740114,-17.94029311303664,-15.334325951871687,-12.541726987137059,-12.514479756036327,-11.120423118315227,-14.492023464855219,-12.921940188679113,-10.226776777013683,-8.452116469432923,-11.22761976249755,-15.011692574877133,-18.03643461025301,-10.411681116680729,-10.098242172813213,-9.23805998574629,-4.390282094930095,-8.835663624868268,-11.240111011760952,-13.017730973935906,-15.830662235327104,-16.014279450680696,-12.63447993473568,-10.274626581970942,-8.366284303220853,-23.6676351116195,-1.657544901604677,-11.154460456993391,-5.753938781865573,-8.103828617321923,-6.972648117653477,-4.029923444215551,-9.775465135537619,-8.087891108630137,-12.18753008866414,-15.648667768709608,-5.240313107272552,-6.337663351662816,-9.691259463493447,-11.010124995203865,-11.171581448254404,-15.823989195964785,-5.392396621572551,-6.474040502822446,-3.463787628049084,-6.752866842002741,0.8007454067555946,2.4799903035024466,8.730240132634934,-7.976057248978441,-3.478741638263443,-2.521836309369347,-6.315761929611103,-1.982918563513512,-8.320415407398603,-10.148763257768138,-6.705304628936194,-9.954035129930478,-3.8901886838549062,-5.110661602307884,6.777701126350403,-14.80292260586333,-10.690100763498204,-11.71356025561116]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 8.7%\",\"values\":[-1.8219615584180946,11.448007605904785,-3.086671197003407,-6.860274879530236,7.439989601724317,9.726716852875287,9.102156421420807,0.3768544356620387,7.9670409663816315,1.7129125121741233,4.387444106337225,8.781619059131433,-3.2172999338199286,3.8528793881844914,3.370920853669758,12.422156505500915,2.903901962819926,-3.424182326929565,2.3420006892068383,2.6632399303621392,-2.0057406090757857,-4.406264314187682,3.295686466584884,4.423680952676297,-2.1539578540647635,-4.862884557657122,-4.866723352746031,-6.97579815133548,9.642799796586507,-3.650159252798633,2.145455121941593,-0.4291240466227333,-2.8953990735801165,-3.9426066810096563,4.834573852409949,2.598547159891154,1.3571666610409743,8.63762946601023,2.024260702898964,6.632609651362024,10.954920336530403,-3.7413291261676447,-1.2309832301521841,2.2837263129633807,-1.2558823426187415,-2.7572357188329892,-0.20049697808182076,2.9380699865102757,7.722245703867686,10.832778878807217,6.56015763996625,5.524505273069979,4.703881054419221,-3.150301122658373,3.437300596966052,1.5289758664716557,9.793052909918284,-6.361930064033119,5.8936976666976975,-5.166617205366503,6.59410111109896,3.059472672088495,2.7024609501908916,6.664686829041564,3.763325292248319,1.4867957798104705,2.330021325058163,5.390043513922425,3.279797392168464,3.528603081021849,2.0927522254190176,7.635389231628741,2.152003537827898,7.23066428220857,10.539188488563164,-6.472919565014628,-1.418557604536565,2.2251505691305846,3.215987577635652,1.1142354715861449,-11.738606338008445,-0.9415769537849747,12.40378772077181,8.913046027947752,-1.2920893560238178,8.100928410106745,-2.105860914114582,6.9163495130742785,4.725206105696792,6.646738950196704,7.237524844144101]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 3.8%\",\"values\":[2.0078988012985204,16.074720455876943,1.855519765608083,-1.2993802518981232,3.0282415211788267,12.188593966611833,12.467525594655886,6.079525608787977,10.220930984999516,-0.5119664749775874,2.3369040381310637,9.013926449886336,-0.9929849718972328,1.581705970009124,-0.6001452603874255,11.238141861527954,-0.9559612563267448,-0.14398513173387362,-1.2763322415862235,8.073555742929441,-2.233929162235136,4.284479644401542,9.369400849601226,0.27400579327346186,-3.9565041982619316,-5.52095365539836,-3.608947919898025,-3.048171550315682,1.017303617432591,-7.7192715075899585,2.1857083539640434,2.9560035000850133,-3.448419571323332,-10.22213355036681,-6.853164687813068,-2.2315541335708993,-1.2386401346781732,3.1043235674102907,-3.990087641063579,-2.8725466026628044,2.9786078544341983,-3.092255795466466,-4.528907973015695,8.232316433046488,1.4426517116149469,-4.889751277364694,-6.887717939030699,2.8538252713052152,-0.6680067674448227,3.411391847370142,4.6395260446768924,-2.0373656031708474,-2.7197316803880915,-3.3050159448634155,7.007257065999971,2.9229202391010993,5.52127212614843,2.8128637502252714,-0.9045615055238185,-0.6753137106582341,0.8844185174731527,1.033015524568813,-5.778743056443133,9.146994915040779,2.0617249450553428,2.022658813861812,0.8550900590298967,5.819104124501319,-7.784578711395074,11.5651441419658,6.47838445270458,12.386093082358705,2.2181879788506507,2.753240096854668,9.307493927145238,6.777821470816648,3.4299536478516424,7.8754456595462905,5.134966243187164,-5.883145875707667,2.6692590147996995,-0.7897391947924721,9.254949448420476,13.466597712068332,-6.4529472518813815,5.791793473180474,-2.7609918503991566,8.590678401434001,7.478829046942535,8.894334587416395,6.3857551144650815]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.4%\",\"values\":[5.078918884612836,0.34537819018872395,4.049923186417789,1.2765552570773466,-0.45069624950636666,0.35472682908342773,3.9521490325215365,3.2519680001653763,0.18857551749266363,3.366982389105258,5.2360415630054185,-0.7963820621468946,1.8025596389154381,5.744517294452768,5.7809357106785235,1.0758361420167815,2.180736902261679,1.155208638106821,3.8341930922413856,-2.1503654433257853,1.4864643093078136,6.032566316083721,1.1293786858251522,0.7316550393549694,1.2646440489274031,-0.9149536023191387,-0.44649314936574336,-2.1710237609097276,-2.983938837091577,-2.084543807587328,-0.23488533108123083,0.2509242361074661,1.8548343067023683,-3.659581520164556,-5.288971843831737,-3.0395697655743406,2.288809512884367,-0.2098881146283918,0.8212732028120237,-4.4310412109324275,5.402793602448149,2.2986077949542953,1.6858710635153877,2.3851754675600167,-0.26449349373824826,-0.6558300864237675,-2.5114409444687986,1.8456828208205796,1.8980171396765,-1.2991791146595897,3.103212909530044,3.2582146125264697,-0.8112654641089347,4.742918473564936,2.7376603997627207,7.512932106054243,0.4799190301382237,3.3873844378788855,11.816785583057072,10.40260075722323,5.8896674783790655,5.336578787388065,-1.4589975881925772,2.994670407663374,7.596579857494697,3.109511047763389,4.754230206058141,5.241806386077953,-0.435643253785688,-0.5210847244856099,4.12727870487845,4.006699900035439,4.391014274511706,7.252255346074734,-1.1432407077869549,-6.8622420900493735,6.326469419543008,0.5983902889784161,1.252494305479058,-3.88320040920781,3.7411516827341,1.3083391779113835,3.970072378407167,-0.011281966891825711,1.7089226573796914,-0.9267725071274397,0.20369582187502536,2.9989733263423193,1.9681860928793842,3.33581550835706,-0.4007123785928376]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 3.2%\",\"values\":[2.198742698667211,7.974709450207474,5.198325785052623,3.677668137408569,6.500902599880445,-0.021522595907430775,6.479150491908802,5.913959490324048,-2.0929520241615105,5.7192264928990415,6.661598940970958,-5.375134825891802,5.9356712161221035,5.831144184640111,4.425114930784403,-3.6105742629504665,11.02605083974469,5.646800502133901,-1.4015081885908873,-5.831373937094482,0.15510866826384237,0.9774167480629667,-5.563091758681031,11.595526785089314,5.931215431957846,8.32173602891842,-0.3758695636898754,-0.9641680684214425,3.960531508666615,-0.5627102458436519,-0.45347020573860597,5.555220650704475,3.909775583604018,-1.3911297534872498,1.9505917959993369,0.9170769192055462,2.0164946722822923,1.947328503100982,7.93527436421253,-0.0005051365909556286,10.458162710442288,2.8727865729755484,6.731656765693897,-3.28429658473205,1.5163052447646574,5.350546861646856,0.3996132145700458,0.2452234809286357,-2.0518409199017555,-8.491760773849348,0.3495543953197952,-0.6754475995529734,4.113369828064585,2.717889582507938,3.4547667023019373,2.7203802421628707,-2.5866674954004423,0.823975574639254,6.300362180004513,5.640643228548198,0.5916345180934338,4.9382750241490765,-2.4490871684693514,-3.963996271546293,-1.1256946254088918,5.747683173908308,6.839018490051548,-1.6047073743287692,0.9913632083987445,-2.3359545688016112,-7.596095553922318,5.465065675766574,7.887086932547321,-2.433342267772769,2.895924824739715,2.0347399449300596,6.251019939932169,-4.252873870949998,-7.3031343903624215,3.539054021636623,8.737914345842706,5.027278122214256,1.7550008301989943,2.1334184282438047,0.41296269625672655,-1.1291544580343476,8.563361068231112,-4.288226711949552,0.11978876111212795,2.7255664656699947,1.7830293631078575]}],\"hovertemplate\":\"color=Fibroblast<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Fibroblast\",\"marker\":{\"color\":\"#FFA15A\",\"symbol\":\"circle\"},\"name\":\"Fibroblast\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"legend\":{\"title\":{\"text\":\"color\"},\"tracegroupgap\":0},\"margin\":{\"t\":60},\"dragmode\":\"select\"},                        {\"responsive\": true}                    ).then(function(){\n",
+       "<div>                            <div id=\"7f3130cc-75d4-465f-9a75-04c7f930a9d5\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"7f3130cc-75d4-465f-9a75-04c7f930a9d5\")) {                    Plotly.newPlot(                        \"7f3130cc-75d4-465f-9a75-04c7f930a9d5\",                        [{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.7%\",\"values\":[-21.444795118687736,-6.082376549943932,-23.34017140403038,-22.861844656459976,-21.120567462417952,-28.726092222110104,-35.200901027330126,-22.72728252635192,-26.7578063504056,-27.232196102788876,-37.79618595800241,-26.62842237019583,-28.035180519809153,-25.71498633172262,-27.920362262608233,-24.31534866364462,-12.901972228060071,-38.67140949352766,-18.103763763143576,-48.373948189040476,-36.3721168245971,-26.24078245571939,-37.41669561732929,-36.72268201024464,-40.40162267026637,-23.869303873065824,-25.520902006599837,-42.1301294705537,-31.018114780964787,-29.784155082997486,-28.75893190054928,-20.616150900698386,-12.692659675283643,-29.897297734739205,-45.87980268984039,-25.492306104744088,-16.921457428730278,-23.640713904680847,-20.60239802693198,-36.61236782027554,-35.227754148339926,-24.16396727027147,-29.770782881776995,-26.305739827611063,-22.20389898452169,-20.37796561389711,-29.34989067143308,-25.747475904932088,-19.55086332240659,-13.725992127174482,-20.848078984984326,-26.20172821823755,-25.177757471599097,18.699582874184326,6.5053074780829885,15.523611740317108,-22.80577202496253,-25.540232394669083,-20.55811812953006,-18.60222094956999,-14.662932945195951,-24.69818163516557,-32.66700759146184,-18.445437144967663,-21.231737539233606,-28.846345855054235,-19.753493885025307,-19.823866858659677,-24.913871146080616,-17.7152068581215,-19.83906970142162,-24.69481529402806,-21.329310763236734,-22.39556788745817,-17.080197287457583,-26.636227642409956,-25.165119750114403,-22.646248783332645,-16.271503257970544,-21.03962023660022,-17.372101858008744,-12.69679427207109,-30.03835707790416,-27.782322261031105,-23.952238191374946,-25.53616784208174,-24.41168667369593,-18.041867767752997,-25.54274558402036,-16.735531955386985,-10.229089017718078,-9.920339094568943,-7.002741763348479,-6.025745733330739,1.7633060529606823,-11.357888744888811,-21.254049270332764,-20.236580501944907,-9.674119540970615,-9.844638362873816,2.1281832596014243,1.1833730032698773,-17.628201264516058,-0.6546402266343614,-19.32834804901409,-17.942269554413,1.1067714486570774,14.540924014819844,12.868376626534118,-0.8490049620871802,-3.38339199402569,0.9213633945577209,1.2514427182357524,1.1037635020740089,-0.1480610160328596,-7.2948948046642705,-1.7547813308649167,-1.549364169921086,-0.15738470360953855,0.3791459487745042,-25.71667223920043]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.8%\",\"values\":[-0.7741732686662935,4.999715650437787,-5.196363480863081,4.361088943388937,10.201284130731368,13.703125808399058,10.873209303001865,3.33086562954617,-2.18322451302126,-1.7116204264014332,6.677857696653655,5.5589513342259504,4.5809213904674095,-0.366477253621907,-2.7242349147927616,6.653600734649797,2.516326879094766,4.911987276279562,2.4772793949567706,-1.7677215137582765,-7.023970685469449,-3.19920907805518,-8.372379383879256,-3.738403453872033,-5.8271264761004975,-3.367252571628293,-7.445547309973481,-8.199273149735575,-8.09854434163724,-3.464968195949316,-5.750949929980335,12.70514786559516,16.285297310476444,-6.726576267313787,-4.587902304757172,2.9857870678283622,-6.61132029156386,-3.762699806512492,0.20415003373748286,3.5372430341221834,0.47667975612109725,1.5616786339557809,-0.49024910060993787,-4.6279190156916865,0.17001976197058183,-4.113860198503611,-3.4693832885706315,-0.7873533172109374,6.758462076224681,5.079276214364727,-1.0100071040902314,7.31262930206575,9.40459672215761,2.859449824063019,-6.189751126920463,-2.400886910524404,2.6673066694625787,0.2070160781660899,5.117291467710624,8.998516458207401,5.605706348761759,1.4107687741439454,1.5382332351439338,8.88503693986383,3.953424305980139,-8.622751550575057,1.4581665175699832,-2.2730531891876913,3.855889129992394,12.206244057886234,7.5052658661892515,3.726898260288766,9.7339350811951,8.707898703903144,11.265127260970957,9.955271514063895,3.1425817923685258,4.662699097064223,14.25132101775883,-1.1505596916703702,7.847753440903999,-2.718702379190715,5.56406016363993,3.015634336936421,-4.527508724207939,-11.817774589150908,1.6646804399361161,0.4078598588421828,2.5400333704907077,7.358726902373039,-5.550941862870667,9.417874968514234,1.7671852586850554,14.08830261600446,-5.179409621303153,13.829135602976281,-8.51575341492616,-14.43294625507438,13.168584462674179,-6.306389102366971,11.181612325905256,12.896634885020168,-0.6132312706274851,17.92446371550715,3.148838957296185,8.989508890596145,31.421188778221808,12.23510504051809,10.057735682516338,9.574408039871381,12.74312755772706,12.860282528384378,1.440431795537421,7.405630006663921,2.6883555500025373,-9.416567228252353,-13.046576644579142,10.620789533636675,18.19733645117224,14.635094569060497,0.25005502722235706]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 13.1%\",\"values\":[0.004459846348934177,-4.001669340244694,5.626387987485449,-4.156175883776417,0.389698175152841,8.476467498006308,15.963086521934052,-0.5679422523047182,4.90306806209857,5.502061348656932,-4.475697815221486,-0.8092015870702477,12.99678933184784,9.912482208271388,-3.5532599855013047,4.64123322656203,1.0212585468424449,14.256103588810905,9.954319924816089,0.3318600565035142,8.015871793273423,-0.5299482639674171,-0.8196839237023863,2.655474420689293,1.3948073207111675,-2.502508209786052,1.6414799486997904,5.847842219370792,-12.614345186344785,-2.211587143141509,-10.012957090727776,0.11971586897747466,-0.8627708841234956,0.2820246071896019,6.06437965699984,4.355909558374435,3.0605115033398023,-4.485088448337564,-0.5139018274481459,11.2996544555274,9.464329530944262,5.5218415004180255,-9.773547473987673,-10.462832967712018,-10.345047787086964,-12.790007684075473,-15.286573470036824,-10.107931539043646,2.1938671490319237,-4.993933338516498,-1.9957877258076955,9.739732984727269,4.091248370969769,-9.105632805658658,-5.057953568572026,-7.544938402758606,10.462174975859472,3.9007501131737543,5.806436083329392,4.2886909593000615,2.312028459732634,-3.649846656247386,-4.1108063863598465,-6.19795127552989,-2.362204091728013,4.031527407051856,4.161284369012917,-5.770025626893316,9.610033959153732,2.6925387463896864,9.076084824970994,-3.741116629589814,1.4703486433316777,0.48842716160367466,9.544354859533355,7.9078629635899835,9.200514869338855,3.36847790050386,3.8822505688012994,-7.49350154225165,3.1824686846930934,-2.085545732762685,14.425252936715639,4.137179524013694,-5.665386226505833,-1.3771512995859578,-4.240476182406399,-4.348364501129456,13.621338078429188,5.699951375612455,-1.8166859817568353,5.49204644977849,7.991502458031501,9.112043710417979,3.8231336349884923,9.977446564645838,2.2516806836802274,12.590345998418767,7.624955344933731,6.337056020542639,6.402475894297492,2.6323098715230566,11.731842376053816,15.321674688056817,0.01382683094334558,7.171318878734138,27.75909198394401,0.1924465630392138,5.011942053469815,5.194770310969216,6.452528601965935,6.163260820346176,3.1894011834837452,2.7430332102226664,-1.563395610501821,6.899700879726055,-0.5167131000331201,7.638623748038616,10.700135554180898,4.697039036255543,5.226831349718878]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.7%\",\"values\":[0.6749474058549718,1.9513736550870142,-1.7672429833744852,9.443790730061787,3.302843364369498,1.9719774702211614,11.385264470728883,4.9282825770717675,6.320914567550053,5.780752475595266,7.333071715083452,6.9329758396854,3.806750683848973,1.7848597355790963,4.151307737177267,3.52895469158193,-3.530160924994636,-0.6651373669250924,-9.483748799245255,-0.7010755192857044,1.4480031080329434,-1.0915813146482733,-2.0809864448135844,1.2562286496871986,3.741232430197758,4.434884744009549,-0.15816066874010604,3.3521670452834513,-0.5375122710788955,0.09301385011295871,4.851965147833221,4.934633376641945,9.427014040841367,-1.3563536050951195,-4.695054671185344,-2.015802699599246,-5.65128225340915,-7.269541155772193,2.219525003849326,0.18332466425765515,-1.9595127345089283,-1.237600896508544,-3.4407995215545837,2.513425652096012,-0.4780940407849802,0.10013665370167446,-0.000506713022796923,-0.44741543944510753,3.575449345559762,-1.985483720100144,-2.3549406556022663,-0.8929524273546376,6.792849580011177,-7.426123346311787,-6.997899332227867,-5.094214074284025,-0.05678381349245498,-3.0617621122129295,1.3946553077649944,3.185549814316865,1.6674960382124289,0.2973661823622689,1.4862741460585658,1.3110856381725398,3.081885130871948,0.9115193897856813,0.8056615459129648,-3.09986717728839,-3.6132688035048446,-0.2552600941218313,-1.1894992302871705,4.169195405131687,-0.42143117487516313,4.7155402669490325,2.7309083338336677,4.323643224719515,5.246406524043743,5.095036310632597,2.8282559690959057,-3.332370052623194,1.1320956137760596,-1.5015688042034854,-3.5878694846901054,-1.5728398489768374,-3.0804779594571396,-3.3995727550640806,1.689136625446131,1.67175014554637,5.760301206181244,4.617918004984067,-4.074047538659719,17.698912094948355,10.795101808657208,7.286000763216648,-0.4163341344845046,8.837875582773343,11.529335512911647,-1.2820973148272856,9.561874874344612,-0.45380077050664014,6.005528441024082,9.230270369935777,8.105631462022664,7.032272329378661,18.844905350793418,11.87508035110721,8.606458369325045,9.042824478806974,0.31892312379766874,2.5568920106583004,16.237824520225953,17.728634648205823,6.4789856851697,12.133905154513394,8.513567502846664,3.3137685310251666,-2.903666835966441,3.8597950870209092,10.839288423911647,5.963983537214361,5.575396321376292]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.5%\",\"values\":[5.815871574220176,2.474368428395703,1.6374369718188317,-5.154379921928845,-1.258778723513461,7.5291375244494265,-3.3831871854643585,4.23677934205787,2.0634161612943296,0.8875548973719813,-1.1317631615020434,0.7676779746823755,4.812018860690615,-2.8925904558008346,7.012695940403168,3.7355547117860226,4.222126948285213,3.7604850060327424,-2.9199990061409626,2.788084136386895,0.520357651001067,-1.4502777462308925,-1.7440813664739176,4.1660283688423325,2.594060838021851,1.4929394108960587,-7.195173857426682,-2.043836751537523,-0.6672366187062416,3.0000787597600946,1.5412759175384767,4.7763208786928475,2.502985719946643,7.376463972437236,2.172049650662258,1.8899297389051557,8.079282138584118,12.239787847224827,-2.1398901513267115,0.10433639477828582,0.06554526412912226,6.180177157351482,-1.7788214565946847,1.8607197393000132,6.345553096163342,-3.5986485999766606,0.9402759840606487,5.595877907674925,-2.154599254826012,1.0094956523016465,-0.08319844839373146,-2.8876585291632537,-4.925453825487193,8.965625982988021,9.389273558955379,8.123870494719279,5.7504921205823925,3.4277496000834278,-0.4278600944060124,2.8023780921426904,1.5968714262804267,-0.6639855218431887,2.1421730502363316,-3.070386118487569,-0.5456113103002983,13.472330075466143,5.657067369831966,-0.05088373062531815,-1.7559348880995058,-0.5099765546714856,2.1631475923332015,-1.2424052809676438,-1.2652922717810593,-2.8780438123793153,-2.2625541081953555,1.6276590721746085,-1.2332755401066537,3.1423706593294627,2.0607187036192443,4.921697449286487,-3.106896356509823,6.167691500109387,1.5424229014924302,3.2033675301590603,10.269164569286318,-6.22771101117151,-3.6227465785359785,4.499674224506755,-0.6048145868961908,-3.932351100755552,-0.8194603537639272,-0.5946217799896174,14.48884944305055,9.685587094372524,14.969303689139362,0.8535757737805372,-3.4685917376197533,3.266856622564293,2.9780249990423435,12.852692688970132,2.4920785784914865,0.5746238102290521,5.359979661069078,7.259256705395911,3.5169698809823013,-1.564987706119898,9.505956586855673,16.182099362570913,15.432559081532842,9.889101528665899,9.016907925134236,9.184364967696045,13.12513277186649,9.184277033256725,13.984858776765032,12.280605242349214,8.079788253583088,3.7584223511672845,18.429017866892355,2.3725037497523185,4.495972418938428]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 2.4%\",\"values\":[-4.552528039494143,-3.022401546782657,-3.47223440901645,-12.87187333062406,-5.542281394495856,8.363411083633551,-7.190609605778371,5.84845485693453,1.5157327335385307,-0.8378406106300226,9.731299369877897,-0.08365508618499651,4.145831932346503,-1.7471095695895889,-0.32607973174332416,4.417375070723518,-0.43312245246849046,7.691796153067474,0.8199191189553322,0.9092933993648562,-0.45222057534319904,4.140547131688329,1.383080440165438,0.9986460870203466,-5.583697571037369,-1.86892256459192,-5.140856649845746,2.4850805219930443,-6.769041018899585,-6.2853842866130964,0.19330370031167204,0.8536497154716085,-4.82579527942926,-1.2635940205748646,-0.3485326617623137,2.6265865087895137,-0.6430626902910613,2.463585633360663,-3.567551514078161,0.4420071953918836,6.161513177526727,2.0590481024367646,0.7886977564466477,-4.200343754129131,0.387720027442945,-6.2615707511975325,4.140438691713929,2.8557203308685124,-3.1358170899934783,7.348313577067951,2.7070200200368664,-1.3014715021463614,4.265458472598346,0.19744276488508009,-1.2231035115910462,-4.8583331176151905,-7.185600315120024,-0.337047659750859,-4.712420800771961,-2.441817240149393,-6.1706280169119365,1.2275592978201137,8.149871419201277,1.2144487103628643,1.6629103500771416,5.784804053868319,0.14147711518956038,-5.452603267434162,-4.988567204411824,-1.8693700836204987,6.864559409170661,-4.694045885663826,-5.982585666973258,-4.879109168419406,-6.749562863857619,0.517116945478832,-4.25991145886556,-5.440325613044571,-7.161545927541045,2.0926300463153047,7.233119690278556,5.833001288905236,-0.9039964106218984,-2.3798623153158656,2.976985031363135,-10.10674531028163,-2.5697775677492056,-3.18387784448277,-7.793419856622138,-9.006599283570276,2.4372693179253497,7.26459511689926,-0.09864746225359113,-0.7274857486279367,5.512455676842422,1.1972572669915582,6.297927770563567,-1.7323244868836605,0.843236819658243,0.07712695663671125,-1.9579649161034345,-3.582728339564017,-1.1483876418755248,-3.5097314261412884,0.7335326481325303,-1.0520968650174398,2.646876682349429,4.205025259239311,2.824109633234015,3.2927844026857236,-3.8434303811321224,1.4018510023998032,-0.5209399774261964,3.3189888985809364,3.4825937606877218,2.26850144543159,6.176361821601973,-1.3941244009942495,8.63050487985438,-3.358828133110316,-1.8372108910404392]}],\"hovertemplate\":\"color=B_and_plasma_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"B_and_plasma_cells\",\"marker\":{\"color\":\"#636efa\",\"symbol\":\"circle\"},\"name\":\"B_and_plasma_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.7%\",\"values\":[-21.738282668592944,-1.5504232341906374,-10.29754297601069,-22.16784213251961,5.725307543073058,2.294494464846002,2.5823428254691674,3.8222428823942476,-9.417470128557603,-29.23562337548323,-6.188751368864795,-4.247470787494082,0.48496814870438465,-11.419604319464693,-1.6367981983361877,2.0609413702739845,0.3314773553657602,-14.133232268143416,-6.575927718615315,-10.244920226851693,-21.150616713325526,-22.916439642452254,-21.46363557176455,-32.46880883301672,-18.897344237454213,-7.7322573713689025,-0.5224722778862243,2.919783712272453,-4.553256778662345,-4.333764692665046,2.7147925893718416,4.563190931117585,6.561288695384754,-2.6366266633777027,-6.669584906560916,-15.49395893196245,8.686725850425526,-1.441075046664916,5.245123130496399,-6.926112224642848,9.732578846812622,12.94417274102255,6.072447138131916,-10.592864005474157,-14.929433459425523,-5.009130737846195,1.7930987435657126,-16.732068132406635,4.996838113964482,-22.604263100093895,-5.012364499418235,2.5886001991250254,-6.6233917104911315,9.708715337531668,3.467570694984469,-1.5359116770753363,3.7171549975044686,6.888783271909039,0.7528033057071937,-5.0362373371963125,-9.628138888372499,-0.3112437475850365,1.6176442456521123,-7.985951785022083,-1.3322161553832095,-0.6474777145859585,1.245527872322138,3.6245889863365983,-0.9079642323668862,-22.413112975068167,0.013841966528949534,-5.468999080254405,14.45571658199842,-3.1925137184064765,2.8030998830310727,8.730585959702559,7.116985116647667,2.1061617206934216,10.989982358841688,5.422199865331947,1.2133641391261976,-0.2431897646059631,-3.684363024307931,-10.396808984075248,-5.29563555914076,9.077689627061936,2.2829727054148186,-0.12675142802917472,-3.9867833482452806,0.540110481138819,-9.12172165082687,-0.2632431627077376,-9.995910541383253,-23.422978351952295,-8.499666970608853,-23.366868655846297,-14.961086669523663,-4.391286012565268,-16.004639366006074,-22.81306489411668,-31.09717697586794,-24.814714443461384,-8.046658681596695,-1.5214594122620844,-14.740473851394775,-4.991751106979718,-24.305671104434765,-1.3485524930781967,1.4161504667745686,0.2648601066471866,-27.549086178182073,-17.234905554928943,-2.616839885347224,13.730887703770922,5.69181178018796,12.800795409777802,10.147450910538613,21.329460411672706,-6.463707589446817]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.8%\",\"values\":[7.826473447297523,9.010930177769449,10.187639973452535,-0.6469190351900126,22.999333307277958,20.39963742631101,24.372521591011903,21.12826247455604,13.068117311315092,-4.300712711989834,11.972282613111684,18.90704863138661,15.003920636030806,14.143531751928117,16.566470249215183,16.14622135832186,20.208364750020195,8.912212716277464,16.157709752235135,13.437652897078273,9.493313756820095,-0.7791200232902603,-2.3774972814810593,-7.518430766909274,1.2122620635265253,8.456549219220522,20.035697369725415,24.057490750127904,21.501608020217134,12.826811350449761,11.744634415908989,18.984021194676362,23.016707626138626,9.192858728307227,9.70939475832642,-2.6837304973812017,29.567581838437537,24.97305218980523,16.890368166983727,25.980033204449946,21.51131166621775,21.67853387567717,23.535501038023153,7.644620764181159,8.527209883543794,13.652448935585085,18.488198401538085,3.7405454170052153,5.6643136327386765,-1.9132933039293882,24.321519808967572,28.800665067033115,19.762418367583116,26.493743774487378,25.43156809288773,10.466326298208042,26.5139193977868,23.817229279212157,18.268354725737403,12.275105562801162,11.39945415739296,18.03357699920376,25.370807692935223,21.40759647736312,18.63882491541643,26.35533102598224,15.256593642195018,25.7663662373821,23.361295580861793,9.014295864704419,22.429536665748568,26.463023985483655,26.62007773613528,25.176248944829055,20.213185665600832,20.893111597876555,19.816752577935283,18.618193802470685,18.989140034013143,17.182211851619677,25.962616472135494,15.383199578324465,9.996640381077796,7.058903638842185,4.934381707995896,21.355722417691197,21.605565366301853,8.168158831731322,19.0697503667538,20.660586321505562,13.498687255039082,21.257293176144334,19.835686817215546,-1.6674507949327495,12.684151367576622,1.0739226298008135,4.880451506368022,15.17576192041648,3.165846277710602,-7.301042959942419,1.4602717621098276,10.494636542415716,4.977932094280293,9.2876024770882,2.51798817171421,11.16564341303204,0.2933973651089008,8.684725677940104,11.397599226145628,21.08301655976959,-8.106371454689867,-5.182544827138365,32.5963277561224,27.480278706906162,31.15354692845809,35.819491137400625,20.22914158030993,34.91522234660232,29.102131195013996]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 13.1%\",\"values\":[-10.250020876283878,-7.178863452433419,-1.7842764126432469,-6.551299508726377,-5.977890935501206,-8.78268601636088,-7.992262358919458,-0.8123582679830688,4.095950150055099,1.4666913677754425,-15.23678948232783,-1.2273395231500033,-8.371868965880685,-6.02041588974377,2.2078833804935365,-7.489725458998425,-6.385986631060565,-8.116203899489266,-4.3663803522124525,-4.023495578817297,-2.430403915434357,1.01793434584679,-24.152161098315602,-9.320454892888456,-18.313714500667828,-11.246725009250966,-9.03218289340057,-5.163990511378495,-15.150414363329237,-14.272658667222466,-11.168910021027862,-14.062888504350143,-8.320748464183307,-9.480933804711057,-4.753381310557445,-9.29148919941914,-7.855049827125688,-8.177581591720148,-8.039695854275518,-2.3318984932779196,-11.235954951648734,-9.306448890629998,-5.5859292250905455,-8.407226452048231,-5.483598934924808,-12.357519653928073,-12.742779380877376,-18.651690306493006,-5.904122444449293,-5.154475907690776,3.4071875418844484,-4.751705744778583,-3.8288821577184065,-1.6731405234301735,-5.168558221903485,-13.5614844712128,-2.0442077615477436,-6.394482671398764,-9.121245762825449,-8.649872501293617,-6.943175752884645,-8.892964271656364,-2.646369149447045,-9.21988539242652,-5.323681253270799,-5.77124739131024,-6.063858539867349,-0.3484076702758464,-5.377661129521025,-8.315524677098143,-4.8693439479885,-2.0422244348051906,-6.7826043269314376,-7.19724591290896,-4.310091015880182,-11.931623266870467,-17.91869631252226,-13.288872624867434,-9.958991532889833,-9.173213718191548,1.6278675467719106,-13.320642308065338,-11.551197700683975,-1.5831748804588759,-8.698327473489192,1.7548688095553968,-5.345228414112313,-5.927891925441777,-4.2865895501393885,-4.254308851901218,-5.109340018481735,-2.9563477339601394,-3.005581883437268,-0.9360919670108907,-6.170934969650242,-5.776470956125148,-6.8996292918265185,3.534440763181605,-7.801974428534115,-4.024790198452321,2.4039255340941277,3.3691492319763667,-3.023346479614866,-14.024831442911074,-10.73534171047272,-3.2635783852852214,-2.383577012876391,-12.661191811545628,-9.078775122283076,-13.561679395836027,-3.701415473101848,-3.1622306968224896,11.808968479025975,3.3050747230672184,-3.626004707438644,0.1863142387338001,6.274631684723676,-11.19989100364208,-1.9525095892976205]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.7%\",\"values\":[1.177632215432161,-9.319378731221434,-14.261511405625164,-5.266676961353218,-10.398879334593207,-6.714651664936842,-9.007782063551193,4.719280163305676,-5.099320564639915,5.651579785409865,-11.147882171642367,-4.830130572410366,-8.876149188842046,-6.751657839708798,-8.965768178097427,-10.270770381635192,-7.614077970353199,-5.115172816325593,-7.6766275271951585,0.8653974483354678,-1.6207211948300295,-14.221205897287653,3.7185668763625457,-7.867590203442216,-1.3994991679191013,-9.483355000880342,-0.7879088539473422,-3.771732094679251,0.9078403832538648,-7.972450494280385,-8.186195649367534,0.4015253244832895,-6.980087459088305,-8.116225965397192,-9.806084589561344,-8.200451193380278,1.7933123988831605,2.4898571168528725,-5.831344177795068,2.1571447667292305,-2.676829547986683,-1.6956894961172817,-1.8958377010580454,-1.461273457084785,-8.645373933516215,-5.909066600567326,-7.405995801271538,-2.792054517946111,-1.7932124631051716,-15.562696776140506,-3.5677589423457783,-3.0194571165326685,-5.058404208747106,-1.008801575246971,-0.4361070845308926,-4.663345922171358,-0.26818674496505823,-1.2415270881172351,-0.22728491312122634,-1.4205135370890773,-7.63355655320252,-7.931662189914212,-3.970590427860558,3.816098083239863,-4.194765603519168,2.21146764744646,-8.545017888922942,-0.2495384380591203,1.0911582462260303,-3.6278855842365814,0.5707115318161247,-1.2255827802832988,-8.108938217646221,2.794902555002292,-1.1531828300326987,-0.25102005850244224,0.6251848745697766,-3.378493874494006,-7.2738589995041245,-4.3747049410382015,0.13820906644943143,-1.0000070229311633,-4.107755497875282,0.33078490855720133,-9.54156898505122,-13.486934523420596,-6.522596089604441,-6.480925707737363,-3.104647297651466,-6.791010566795257,-4.898802326585984,-9.619602493501885,-2.856798777573306,-9.231939440467704,-3.220914708379958,-12.214487754967923,-10.674926022732244,-9.429459209367263,-13.29363996746687,-10.852618411729027,1.7809897799983312,1.641266747719259,-11.235308704126282,-9.777608261214876,-8.430378853166552,-6.70706515387133,-5.640333747230474,-14.113634195013935,-4.935036906578572,1.4319626565539973,-7.1725482622396175,7.125660192978401,20.844745902178403,-0.47922199500538454,11.142434177190855,9.361773391960684,5.822948778248739,8.353353236988465,5.960512787319622]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.5%\",\"values\":[-4.364668500229535,0.2911774266269446,0.8959416808579805,2.60903700553248,-4.488930096494092,-0.8141880411853263,-3.2632995024447045,-3.525825411960197,7.68147869536672,7.114909420199787,1.7274892583668495,3.8968266928227155,-3.786879155782846,-3.061402012926989,-0.44036619402739885,1.4938950595986478,0.43427690041320194,-3.751008565122387,-4.305780584499277,-9.196660196176051,3.9186337859050067,-2.3292621929795847,-3.9180732650077896,3.970004132720579,-6.997245202778547,-6.389031605840143,-6.198796647348638,-1.3251602137690048,-8.428854611380604,-3.1068322798405825,2.082519152014147,-7.9969352620741665,-2.9886132575930757,4.457131897624353,2.61488157627219,0.9539795921038319,-4.408226002979354,-2.330009727768262,-3.8801652811024,-1.4811791639764735,-6.59102092654528,-6.012389237302408,1.4079685834674156,-15.591086333012946,5.834116415298253,-1.1422709720331068,-6.4561241158233695,-3.8131949177006623,7.574464257569376,3.0387763240343553,-3.6192209720056954,-3.8329726943318536,-2.5690863477699812,-3.4047923011313745,-6.190764704060533,-1.7458880757071706,-4.164006925801937,-4.633004618835305,-4.6895626925818785,-7.2994541240958455,-1.1907510379327202,-0.5968094440020657,-7.176152066524777,-5.907883903289252,2.0222248843121755,-4.570595825718509,0.18635483464219463,-4.2635998557094235,-6.598375795810483,-4.564474715362233,-8.303784275908788,-1.5343024918718458,-5.182137432278827,-1.0855156898208487,-2.4958785180694427,-7.478755517023884,-9.233528388392987,-2.421786499214923,-2.680703312896243,-1.820908787348689,-3.723701153218761,-11.064887665044497,-5.4380177651712875,2.2649796880217306,-0.24018998606501094,1.6525689509470325,-4.124045421121491,-2.075375942286409,1.6698201448793033,-2.4517755213678565,-1.3150751878075662,2.835663239327288,-1.5439079962260682,2.531943572922224,-2.4679447336219993,5.486077027506885,-0.032111384427342085,-4.146239344879511,1.181992785024609,-8.854594250938234,-5.632302683161482,3.4316371335436737,6.058323242948591,-5.558035944551555,-6.214929906190262,0.3069422449555519,3.519162564554518,-5.228464767017249,-0.746627997729923,-0.11699280768621856,-1.7539929897881334,6.9455269672766695,-3.280107814483987,-0.09488990635760329,-2.7188945409831207,-1.8028516757886017,10.808954600691811,-3.076288214979632,1.8047312804050668]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 2.4%\",\"values\":[-1.2841490549129229,0.8039064021515583,-3.5644236851336144,-5.5984184468477975,0.29064843706654125,-1.6377349019535479,1.804932653338964,-3.0451738041378555,0.4661666482850023,4.451145711231115,2.1625077666853585,3.073950736822176,-1.5070439058104566,0.17823804884140487,-0.7168225578996983,0.6600349286223246,-1.1652849988435654,-0.1673214324464747,-0.5408188511411045,2.9499939823309416,5.505532231191528,-2.7158319440307097,4.738699219443545,-4.500642164976329,1.2612898524862959,-3.5210738044561922,2.3677718371365195,3.838597483327252,0.8450837623463512,0.5405889709314264,-0.7968464125139706,8.102378995254364,1.953051474664074,-4.692019796248363,2.7287360854814766,-3.4125573494711046,3.187762583103597,2.2536024190301545,-0.5774011072853251,-0.9419105452148839,2.375608193297439,4.955443818232611,3.9756289430964853,4.266313267562676,2.4400189275014825,-2.154647579819699,-2.686909846854162,-0.8813452258933298,-3.2420212202106744,-9.085245067673773,-4.948817832506662,-0.5806698437003572,-1.7459535601791676,-1.2043767919797228,-2.6680966086773115,-7.085496784807075,-0.6672238152454963,1.7118948277595736,-0.31370607372194587,-1.9256169378917074,-5.0834150166399175,-4.461630655584225,2.594412005425901,-3.4000481239663425,0.6193928849736393,2.4060898163663973,1.2494590100558571,0.6528355113541345,-0.4579998704254576,1.3988042816305213,-3.962576574419585,-3.624301927874775,4.290834221785457,2.7814350031061563,7.700613593950205,5.415505699833524,5.174646327988897,5.43748345246755,3.2079004014241352,2.6535863787732605,0.4215426754041559,5.217018442123337,4.80604204890297,2.052738172420721,-3.2064075109647017,0.09451726244153416,-0.2322026899765767,2.3824518088053557,1.4128911543897071,3.0748229529353788,1.6572147117413616,1.2722212154321826,-2.210163643235973,-2.4129618504394883,-4.015948071893362,-2.12628805500043,-1.1701982875072696,-3.593187922766033,2.8050256669390876,-3.1238987729189125,-8.976750450709458,-2.108932963455903,0.11037814625710013,-1.1449333129812325,-1.6962457111378726,-1.7046089943624048,3.653526827530494,-5.700974194749434,1.196537518554144,4.909433427668053,-8.078725723318769,0.9816691482664798,-7.622323551856103,2.570163689504739,-3.4520981834596913,-0.11691720295710947,5.112906978530399,3.2849110687778627,1.757153497109053]}],\"hovertemplate\":\"color=Dendritic_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Dendritic_cells\",\"marker\":{\"color\":\"#EF553B\",\"symbol\":\"circle\"},\"name\":\"Dendritic_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.7%\",\"values\":[15.873838635006214,13.803709247141658,-14.845721814919973,6.806978803237822,21.005354853456982,13.396035999178174,6.572268471452626,15.684030344563604,3.2533179996077406,30.45936252047654,-12.652659232264035,-7.395052778023448,-10.103400678985015,4.471997277214081,8.502230922836034,23.573309701131734,8.662719318460331,36.703197484032486,11.209976997676822,27.60874648994035,2.6120128539988157,-3.323431034859098,-3.179211465667006,1.1507509368631577,8.531462314423038,3.2710382730928895,29.65255523851731,19.004320318424597,21.05746609217737,3.6515131605507394,24.55081786676145]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.8%\",\"values\":[-5.453164783310735,-1.2771195605277468,-13.040740581335488,-0.2670188814295817,8.390201862206302,-0.7337331483509664,-4.099144489768786,0.8145694556023436,-7.148984569229558,9.479857061000736,-14.796995267320012,-15.566323444630465,-19.726439050254147,-7.349554474566252,-5.906579149425993,2.8345836213777433,-5.446439243311124,14.968667990894728,-6.45367627172072,7.060159770065952,-18.636804951762443,-22.095299810643738,-16.06365470632843,-10.86882171315655,-3.93957284171421,-1.0448616233722698,9.040617887493339,-6.511838183779156,0.595728503914029,-8.994996072775939,9.808090438780646]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 13.1%\",\"values\":[-0.5433366573868368,-3.000119071249643,-9.836863846427665,-12.964207486133265,-3.3428910841548314,-5.760873801991645,-3.895424467729387,-12.747564353881012,-7.319982070143226,-8.84818596485944,-13.64027632812369,-15.396760375013102,-7.491958765295293,-7.9864115334214905,-15.407849775224236,-5.482784715713187,-3.2058143136308943,-11.169455136945832,-15.207661832516504,-4.193529758610927,-7.544495620243899,-3.6430765316863774,-10.817023487040696,-14.628045922789983,-8.295650998485709,-10.455033199788454,-2.9985538408984462,-2.249405433570206,3.1458475275655284,-4.481156420993597,-3.77955798963593]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.7%\",\"values\":[7.424821008187061,8.221436737456237,12.28221133216309,22.650625074254066,4.291120349494836,11.270917564169785,4.810491561149483,17.562549330296193,8.840396598207592,1.078263847026233,4.370453721913975,-0.03693194397339794,-0.6816482070378009,3.2049396035926296,4.111117755937647,-4.307895630803895,11.13313296529564,10.946702056757273,4.946689085852389,1.5652468121634944,1.0593179258013368,2.361916747908445,3.965867916114169,6.390516579190688,-7.281357834942804,6.2878801220981435,4.0413476140848825,-0.46395887290547366,2.407614879582605,5.344161077591,10.304302934701767]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.5%\",\"values\":[4.9251213750340535,4.6895074137734145,-0.09842800180728031,-0.5674036655782965,5.025340292206416,3.630803719589024,6.374662310343248,7.626513099268895,1.3021568442152438,5.46608451237632,4.359669225584986,2.4949362923887097,6.045796493449864,10.692677916937473,8.269253786263986,10.34444357420103,9.211051689940506,6.79674913955318,6.480501382959571,4.589686028534456,3.5397908087659364,5.035067673040088,2.648701174183138,7.311274639825695,11.324092094604437,9.13853043979234,1.859559363002929,2.540249667197962,3.0859198860814017,4.023981696270249,5.008901445895473]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 2.4%\",\"values\":[-5.8639934722632665,0.11202389228326153,-3.696474620783203,-2.8011922796384363,-3.3756870919851725,-3.557727407850726,-1.99611824668207,-6.908312520202255,-4.860721957879254,-10.415650649321394,-1.9489926616815478,-0.35644380511986123,-3.3616294461266696,-1.9803571552370347,-11.193390177402895,-1.49883514087989,-3.1051067223646465,-1.646804880921162,-3.4560421535781467,-4.92432791913792,2.845439980080905,-1.5883757484764942,-2.8170783373877573,-5.837636066125408,-7.828774817763585,-2.786959697366561,1.9282203447825383,-8.463809427244554,-3.436291413388985,-2.3285139863469206,-7.034618531297319]}],\"hovertemplate\":\"color=Endothelial<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Endothelial\",\"marker\":{\"color\":\"#00cc96\",\"symbol\":\"circle\"},\"name\":\"Endothelial\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.7%\",\"values\":[4.42983076615973,22.842145217026854,-1.4994216095536856,-19.913839620393162,29.193246721399277,-4.954841383219032,23.575691258073032,18.101179238858187,8.360670323707348,-12.246107711448413,13.172527386324003,-14.14740730631468,33.89272720280264,25.11919878109787,-13.329777775888031,-13.606484773983826,22.85988496271569,-24.770339346878245,-12.128448068352228,40.25293577245765,0.7047177765433339,20.46379747236278,-11.808438032727643,-8.37709896895074,-11.565632068392699,-18.095559828508403,-22.029816220079912,32.10365497294874,21.155607341674468,22.630824489691953,29.210870665430136,26.679353782988013,-13.259782782449141,39.79113581749084,-3.3297858872505928,28.403308599040432,30.445055986616282,29.47481786085234,28.797795312811065,35.85089573279143,7.16377212608036,-7.988037801781658,-5.2848364044823395,4.635371829842967,-9.079629657933435,-4.502820214692924,-12.41942265797098,-11.916338539749969,-4.5218003974651175,34.331898082863795,-7.145293952766494,33.37119667536839,11.63549338476677,30.774333018363617,-4.933297846008218,22.48596148791747,-1.851189090433448,28.253814569969677,23.166236366637953,-4.035059148114853,28.387891218048118,-11.175737142678598,-6.954665676899717,4.293457015322471,3.494337767247469,-2.4866007578954594,-6.548916514666811,22.184457082630168,-13.218729185241735,3.6405862595610348,-5.778074615830129,-2.6391627681392933,4.624336697711588,-14.303028171911677,-10.137328269378973,25.503457376549882,14.897297533762984,4.36820704551391,-2.7887744616600694,-3.9004259460750816,24.36084663800235,31.553041870192786,2.6092241356374353,-0.05635242433314097,-4.76995456411521,-6.707717475348076,-3.0510523698656584,25.539036341036386,-2.447865592997411,24.444119826743737,34.40255384671168,32.58350297644551,14.236509501007184,27.998497799583483,-8.890843066285308,10.70679769102896,-4.9293015550833825,12.78311741283174,34.67050844793877,32.35434059978705,-2.1607119847933203,12.275648111671355,-7.304729856859253,8.117477166821441,-8.021362081119035,-11.108802805581348,8.459386469186537]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.8%\",\"values\":[-4.417653338791717,-2.527040450269319,-16.53876683401698,-10.800990475798118,3.713024876739976,-16.94254915889894,-0.17795859510487344,-0.4163796923370775,-4.186857492236581,-23.545733047037757,-6.046993289432944,-15.540752180819183,3.165166289796333,-2.8357683788623245,-19.89746166125288,-20.54327467795848,6.145007016568179,-27.764691889366162,-17.768551552435746,11.22635119789457,-16.479813334794407,8.810863081477164,-17.176957225955263,-10.951201046236676,-17.354864734830375,-9.557929686118069,-15.948101492718399,-1.955131242217466,0.8207741967845663,-5.823827984229182,-3.199710252907358,-1.2781677657460064,-18.3523426417311,5.379307148717299,-12.817879408982023,0.4876303346266868,2.4592225306152655,0.8298392116115069,0.5375977905598357,8.417712733852298,-9.140920739855396,-15.289443821814283,-26.20506341760087,-8.871038885983076,-14.845752045812407,-16.32994274129785,-19.363574224519578,-16.850946061917934,-13.854389860479316,12.977913622249783,-12.875487871493725,3.1700118311072973,-9.829407034242664,7.529943125407029,-7.312207861055956,-10.372386594903091,-11.751844570536921,18.8884597978483,-0.7249443241317126,-1.8776657244885064,4.168256278617834,-11.184933394236902,-12.932971475089152,-8.407347176358794,-1.1383908311512496,-15.242565839736669,4.680027426437839,19.528802977476175,-20.611900998250572,-1.8324560460388513,-17.201228226902547,-9.585838884019566,-9.191981669604031,-21.707909627184726,-16.072126406851083,0.08339819411183025,1.4689936933602377,-19.86852180969253,-23.796699013595088,-24.753481569533626,6.595979648662463,7.289566509293046,-18.20670315425894,-19.898338967762008,-15.656951940566678,-23.586683297444136,-21.57951022111115,-3.0898803370270276,-23.36046072695565,-5.2193823724782344,4.200182993266405,-1.4642288143670215,-3.073072582140435,7.23259521671663,-20.504915673590325,-12.797022334979161,-19.266857580519986,-9.575938375185377,2.2557027668956833,5.201889773719539,-19.475019281962695,-6.221176685531876,-20.778189343173636,-9.2197786930945,-15.99699069917633,-18.02182561217426,-9.705416521427418]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 13.1%\",\"values\":[20.097083698306196,4.088606964006114,-3.3201277597280834,-1.4305345991766545,24.0571618874108,5.80334765914294,20.53555665436955,25.007234059789152,3.0109622047359923,3.895889416260472,14.676494081340117,8.177618021200168,13.481745636674974,9.067567557473609,21.55532724252739,14.240144582260909,32.1441848094354,14.930828064870589,17.078544287692605,33.54575331797652,1.4466860333601173,29.306289973301254,16.135779790160992,22.37058166875191,13.434516688817908,-3.170588281654735,16.44225790362683,23.389383007129624,22.94524947540678,19.9513343565956,22.86658144354141,23.408498436475,14.394773307997168,17.806857246534257,18.351008498486816,15.900364257159826,30.781572281480315,30.71667261252463,24.444876860452645,26.948331007615234,5.0837792076487265,2.3017638465291963,5.240850124149242,11.633763519886825,7.341431026502656,13.194105400414529,7.451884910470344,5.862354422223019,3.1266907232510417,23.18668602201029,6.951723365047831,16.645571197090984,-3.8420859039223156,24.645441948633724,24.23193730471284,4.313201952256493,19.00016762861073,25.910050404664595,26.01767495553974,19.791700860988428,26.94314962446492,11.076724410429964,19.40154938216149,18.37094458616132,14.131252246250332,4.092560128397081,20.200348522158684,30.54320305598009,13.52451295813107,22.55889302355058,9.79208037639661,24.903672851668613,16.593038445709254,14.698042521692585,14.637458343103086,18.009161276840658,12.35619420834102,-2.102939235557322,4.10929420410974,12.372025047448334,9.828606149117594,18.52865258837863,10.446436989757904,12.866992946283759,2.82242093950456,3.4072373821247552,7.181347112975418,17.433253752676446,6.205727072548892,17.343307629629834,25.187669939717857,20.850834145749303,1.792347249739223,20.530119577418315,7.0651438765038055,15.564649922055455,1.7558792259277713,14.99187449175848,21.64215598250358,26.215301032784716,8.409052485613547,9.51203276959058,3.978820780545331,13.902004898291546,9.79668951998465,5.80816766786374,10.25692437429607]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.7%\",\"values\":[1.1308377401233316,7.894531796266231,3.5683226485535644,8.8498312425678,0.7965152029357845,-1.5229039825216204,-3.25543036420048,-5.445013904461827,10.220200004857807,-3.4393465534039116,-7.066753997672382,0.5838937533632628,-2.359759566256549,5.768270349969399,-1.7108000750745151,-7.856634017180842,-10.52198886086053,-8.930378139304157,-4.173809019878114,-6.292857709006786,0.04873325923950127,-4.491754594321256,-1.896062230175365,4.371162175889362,1.4025884558647117,10.099098633714643,-0.20392451112780408,-1.810460893035751,0.4608608773091851,-0.6848949665565691,-1.41864722921465,1.9659138217693122,3.6258057229338148,-2.8900187443685743,-3.2334654828214364,-1.7423070360287853,3.30457358543251,3.380705224572283,2.0477354911929906,-3.2488119067749044,-7.805126194279566,3.3318162382724132,-2.831382039655317,-5.228804479605325,2.63500238582805,1.3705738183244873,7.190156029591977,5.4007282279288455,0.9747046589718542,0.911771867780566,8.064584618342545,-6.545919854805431,7.849879976476851,7.557835294923787,-2.5939379087550756,1.1426935757297376,-3.2945051932536886,-3.215487297653291,-10.133035989668485,8.694666451084741,-3.5470389157566773,-0.5071948030896605,-1.7565596445582219,2.7012137624936305,-2.922730482175617,-2.721462073183322,6.2250454856496145,12.510405424277678,3.479724851170194,7.765294888532225,-10.313023720774352,5.824054432513558,3.708008727751403,4.898736255887505,9.046550174092292,-8.94572629099883,-12.891300818771311,-8.47452088969879,-7.733122815256815,-10.804016079427731,-4.454659225826397,-12.783123857427036,-6.19573518221398,-9.746416985692168,-6.40057530162521,-2.1747334548655046,-9.7655691120423,-7.688962587337958,-10.184486664360112,-7.94184554600019,-7.586283431956889,-3.148896190390885,-2.165386485858797,-7.071637361894765,-1.5638954683350343,-7.424025524025842,-11.262144567632731,-6.002310157296058,-12.88239182257854,-7.264303088607182,-9.737242019787292,3.4930791497736893,-2.810734599807205,5.636926739706007,3.135673829130944,2.623305654916115,-1.1470600150044112]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.5%\",\"values\":[-1.7796079649351657,-5.43749736054454,-13.160746680154721,-9.132520279531306,3.3668535509655566,-4.574483088047752,3.6507904528450417,9.05237001262197,-9.17774710883203,3.133431011862234,12.266895498434646,-11.323455129805302,-8.376874607817465,-2.4640256603413655,-5.714158486867738,3.6220521267183443,0.9251398336965354,3.4248902584628698,-0.9094305906257056,-0.6380204102535928,-5.724561575128321,2.843908052039876,-1.9010650131720417,-3.502231733931343,-4.591964167171976,-8.277575283027986,-10.816328424213161,4.315614891507774,3.470349198107687,1.9724975068376724,9.031290121891658,4.2435776547687025,0.558700576759252,-1.5855283150342465,5.600249684851528,3.7322279052557574,-5.062581532047785,-0.16305640840401203,7.685510536780927,1.8578337721283569,3.9886354121329126,-0.5640731663193038,-3.989790395930869,3.2549221986884813,-6.806460858977318,-7.545775269416493,-7.4768696978057445,-4.4261612117519515,-8.76033988257433,4.30551229831809,-15.83003923356111,5.904333880559316,-2.0819518613504218,2.1468011412891927,-7.585610390155264,-5.806731927007607,-9.90387459050712,0.48621933401937467,5.155084678158668,-2.186960547860101,2.5016404429217354,-3.2435109163403006,-3.7410402813210997,-6.324565631292034,-11.918152178150171,-11.16979697183135,-5.526456110469058,8.614056873284582,-6.0942215925113725,4.50632000717518,-2.838251045125847,-7.16793786390327,7.994097941834209,-7.8169739895437385,-5.451102318268126,-5.418103907338325,-2.292584269877269,11.222034140336081,-2.8905696023476444,-1.326907962387287,-1.100797151737416,-0.4767347114214231,-14.770463924734596,-5.018662934217299,-1.2165679871714798,-1.1538155514028305,-3.8640328858293764,-5.144322428573035,-3.0031395201630375,-6.566005025919678,-11.057913525298202,-11.000819366554508,3.4205083242976113,-13.629597616927443,-4.303635973143252,-11.353036038532897,-1.892869274577311,-10.583381710675296,-4.8504062177571905,-9.708430456219956,-0.19595253836399823,-4.530138959559368,2.5341292649640725,-12.380604196904484,-10.690527360362127,-2.6579682199005745,2.4304381849103422]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 2.4%\",\"values\":[-1.1999783039225314,6.618624063996621,2.3305572840136284,-0.7736892661461249,-6.975571033171641,4.795147710341505,2.878967403578992,-3.3346359310123814,11.44402662486698,2.4525409646699776,1.1108265286461012,6.4145164569347415,11.834435335638634,17.961305214207957,3.440577765705195,4.1379636179638934,4.303705285326704,-5.8739555468297295,3.5397941663862658,1.7234503326606654,4.668814872436805,9.136952571944391,-1.0368022860803456,5.1348284628129734,4.672445301811362,2.199094295346292,1.6616143322944088,-10.318741728879282,-5.680457639979416,4.984250697276527,-12.182217950509907,-12.606335034509682,-1.6775352047557635,2.8170841462946843,-0.09277331146983205,3.2987807302195487,-17.10157931189672,-15.139251149930933,-12.050001514007098,-4.502706306488548,-0.07173214397512336,6.222607886761952,1.1869061309793116,1.5734031347258055,5.760805460470424,3.418824527577426,2.6729950433887373,3.2817263181766,8.08801771911015,10.040558490407333,10.144455604931684,6.539004554954687,-1.892090071858018,6.269697396787784,1.5107383523887528,-2.286092717399412,-1.1226422976955117,8.583774041603961,-5.255326574431037,4.549197188552005,-2.8190818258922663,7.258484280817314,5.865747536468086,8.303496702485319,2.2601994834093513,3.005002594789668,2.354057175148268,12.227807326483104,7.842900319802859,11.708046001744407,3.8487510755967063,8.070442967173452,8.350106216436869,11.17770909559358,9.640904758361577,-4.034252973742985,1.7542477835244503,0.2401707721272081,-3.4564928911310955,-5.568112114378603,-1.121446048253006,-2.865471245265716,-4.184411251106518,1.40379907944933,0.8280149867866597,-2.4289170723020734,-6.6072321279761965,-11.109219840544107,-3.5933771544901334,-4.650997966179688,-5.8916430563576485,-3.4246621199048946,-5.721988426559265,-8.672453217613526,-2.118910086502609,-3.9479724621781593,1.386980425290794,-0.573493357973025,-6.285293595385985,-10.29497050308668,0.6071140643404215,3.9575396442077806,4.770997436623069,1.3386544064799024,-0.03067369900628507,2.3977546319731586,4.428430671589654]}],\"hovertemplate\":\"color=Cancer_cells<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Cancer_cells\",\"marker\":{\"color\":\"#ab63fa\",\"symbol\":\"circle\"},\"name\":\"Cancer_cells\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}},{\"dimensions\":[{\"axis\":{\"matches\":true},\"label\":\"PC1: 42.7%\",\"values\":[27.764583773595245,14.357563792237702,37.41515517245227,34.59789846625107,43.159416160615436,-1.6603921537477488,29.279817297728624,50.91608934200875,31.483424240336078,36.21460422773403,28.890569952283705,19.172279552084994,34.67823644161277,40.74809086571119,24.701187717699383,22.558842028243774,39.0354196991201,23.183599125953325,16.356433198070878,29.535401966147216,31.18852731014429,4.779503732687874,22.576915792678584,41.789824676842024,27.791017989976197,49.412130416372904,4.869391575668958,8.73932694822278,0.4614654673902846,8.141989237736595,-3.632635947405772,43.05184025159275,42.92806206769588,5.448041939816296,1.1514884976294277,0.5707822599780703,1.1441478276001997,-2.1035117172806954,31.586308379833937,-8.414823857304185,47.74347477238467,47.431145029147274,46.53288292774353,40.56457664164857,-3.572640644116491,45.961289087787414,-0.39848183513500046,-7.666194850984344,2.4017851118024525,-10.191763039058436,-17.98436255315718,-15.494138899955093,-2.475900167477448,30.761850507288067,35.96476816627748,30.860327947575357,18.509436482868203,-4.386939773536316,1.2671250684001385,-8.697234587579509,-9.410269785174568,34.02946038700985,-3.4111008111267758,22.5973696426435,20.933187226183346,42.1365880350503,35.5177837821082,0.11534675546663586,-2.907475183960729,31.723326548935326,11.866113701409207,3.8220310409162863,22.701209073365728,-3.2583472790324293,-0.18539911903538342,-15.18365132563739,23.422584494713362,27.775591604177748,28.07955643700847,3.2092943907812366,39.78623937985361,34.23445156716697,34.0613423690335,36.06060291244174,24.655424431772236,10.32119866046946,22.584920940524036,-8.884439927297096,24.844771002984885,33.6836462280055,17.51000882159724]},{\"axis\":{\"matches\":true},\"label\":\"PC2: 19.8%\",\"values\":[-15.637956666081003,-6.566082031766544,-12.202244515166917,-1.7990896596957269,-0.20689288879926482,-16.817726665287047,-11.863633620839682,-1.047469371276806,-1.2070560316605485,-12.589004130743461,-18.332464456339466,-8.077948409433127,-14.34874008366473,-10.55015930297359,-17.118360309745853,-7.6002503236095365,-3.45117104732823,-6.036369524088252,-25.33840296377531,-0.5412248560315024,-1.4179497421111473,-14.938298554685987,-3.951606225883925,-5.265255383233824,-12.911749866423055,-1.6697003450982213,-16.593999885887968,-15.568983599793903,-15.941704957357167,-15.658841425062585,-24.565749482024117,-7.803323689952332,-7.705359856859765,-16.489062603442303,-19.461265685133014,-21.94376771214707,-18.45876314270358,-23.25948899892812,-19.29636509543707,-15.415008192473286,4.071385794439865,-4.138583495599865,-6.053015637616795,1.453906350190555,-14.7257164389144,0.9336925159057916,-20.572816068651335,-17.503193402353375,-21.818719919353114,-22.133609031222903,-25.981791779211235,-20.294873621768435,-20.042013730918583,-7.939617610745299,-5.8864733288511735,-15.475713640109689,-14.343756579487927,-16.942339759829306,-32.37231742732888,-24.07332952019871,-26.73348213987471,-3.5297095321645298,-18.35385569852528,-3.383368501716004,-10.815467767982994,-6.069659233920805,-9.785124360435137,-21.411296264081187,-20.170735085511126,-2.6162698714452857,-11.936916112606617,-16.729734925628897,-7.384404036203598,-15.078091273701965,-15.49558453392778,-2.489172920680498,-4.871383083527295,-6.778417738378492,-9.281247910272768,-26.248391043713966,-10.767701919821347,-3.9798290112529466,-5.9955217040938615,-6.370286421488288,-7.975547670332336,-19.469077281210826,-17.412956447547636,-24.7892471665362,-14.958878507579197,-14.00298711014291,-15.353327016412601]},{\"axis\":{\"matches\":true},\"label\":\"PC3: 13.1%\",\"values\":[-10.854562024184041,-8.860832273220382,-8.205211909303152,-4.593778069619986,-6.473927649448333,0.16314604906719554,-13.596466411820002,-3.8734072791132927,-13.33108824452923,-12.450121359839018,-8.960250708941038,-0.07804073548152723,-9.748958395313078,-12.555402152079575,-10.168930212184627,-7.700538597184531,-9.291291998629603,-5.831536625500865,-9.744311609381954,-7.975667788514468,-9.28240200483082,-3.0555370948190004,-3.284547316320702,-9.684745833339434,-11.074726729589191,-8.821923916830556,-10.484862988899824,-8.536419247752729,-16.019065573204262,-10.662056246984955,-13.661672681416253,-12.816623208135049,-11.269066610585782,-10.998417617248915,-8.521023500976579,-9.775933894283767,-10.013790167407414,-12.710508323876686,-17.770034688942825,-17.013695028120978,-15.662075112243146,-10.973627517399196,-8.534843175849591,-10.122971910166253,-9.667075181389533,-9.398935465781406,-11.960190089522586,-17.937594633327713,-15.233365562310476,-13.590457554957757,-11.234810548635304,-6.086957920293944,-23.267032034030365,-0.8103398094762033,-14.270793768538283,-8.165045946803938,-6.312325380331719,-10.059669210946957,-8.370517381831474,-13.188573565518961,-8.9197953220429,-12.185791174882286,-11.997318294788911,-6.01117055502516,-8.427924594193536,-8.283526258394993,-10.267360815223782,-13.12582176675809,-12.043110775510183,-5.185918190907145,-9.528934548299016,-10.379644927042314,-8.272278015576072,-0.55694503731985,0.30888149383380925,5.266817209895808,-11.470870366015296,-7.3668961246091325,-3.4793934712477768,-5.040495106893361,-4.860872993513318,-11.885030967224077,-14.071224385827632,-14.144118551431028,-13.741079997512887,-4.655096902585469,-2.508678282849548,2.149843154366803,-20.3221492709761,-17.63071550883948,-15.603919234876592]},{\"axis\":{\"matches\":true},\"label\":\"PC4: 4.7%\",\"values\":[1.2594701199787524,15.13620495457553,-4.193764038620953,-6.27681943324406,9.787852310872005,10.867766430980662,11.905306970377342,3.4182700436326834,13.324494672624178,0.1563472258568841,1.4499249634369529,13.693122518918722,-6.964190897672189,4.342470192606207,-1.1779928733821596,16.968109304710893,-0.031720646910728956,-1.5112244835815813,-0.4930365140700729,7.305107884303021,-0.20369711313441896,-0.479993492003068,10.329219845272519,-5.191920847893583,-9.75987103628942,-10.82835701606394,-7.889354273952504,-7.308069691546177,3.8893125291555815,-10.176091841269317,0.8707254284781124,-4.054575554014306,-7.821111944315563,-9.460493363907837,-4.0706746221325565,-2.50934231859389,0.10263747514554966,6.624576434385347,-8.538663991126848,0.3798403009903184,8.875330316056045,-5.015180673741162,-7.273259738054463,12.069660470222662,-1.0012491953757443,-8.254291849456079,-5.760611722822171,1.7149350798513174,2.1197493101608353,10.675785776531598,4.90482711033874,-1.8880995248095638,-0.9226976244558021,-4.940321657087281,6.433307928809549,5.069245046766291,7.288689663134822,-1.4555893528810022,-5.309385958591116,-8.70180140337429,-0.036242574620000134,1.0533852672776662,-2.6027067590294877,13.157523527121246,3.5692335875581445,-0.09129290392794465,-0.8896454213713829,1.4197307278584939,-4.770209485212829,8.14294485276902,8.11415438381891,12.729708474660967,1.5387859678524802,6.3876709176254565,9.788975936500009,-2.4738444946138696,0.5558994681900506,10.304335465547208,8.883769717199797,-6.277061377648459,-9.994477488028753,-0.12390975760736156,14.704668341767984,13.920090591381122,-2.2181710207966154,6.151020934106175,-9.47524302239159,5.05173465614355,5.243366706681076,6.894796629436541,7.33928812925175]},{\"axis\":{\"matches\":true},\"label\":\"PC5: 3.5%\",\"values\":[-4.08473995442711,-15.638215898123091,-2.632126301318982,4.683596794911725,-1.3330773903440412,-9.219786422611866,-8.94652569048486,-2.8807237912455745,-3.056455691734205,-1.076911851510161,-7.512617542157595,-5.551943290250116,-1.6289084148492596,-0.6837015920546633,3.2417518115028563,-3.0535884040496017,-2.1871656948015903,-0.08760598170425828,4.526548936814696,-2.0729862357786786,9.26126277452119,-3.8897758975067696,-0.8643035506394698,6.4862766482455365,7.044551973346883,5.162885780237308,2.134110670572336,1.794475280970392,-5.800694557826509,6.221787091220163,-0.6162531777628638,1.3473907402367602,1.8170302004577932,4.304818071034406,0.19896043438945046,-2.1475455547360984,-3.5459811437770767,-2.980278016440396,1.7384222703210572,-3.1009302236028717,-7.563170538433544,2.0956578220219657,2.5647190682923657,-2.95758037616895,-2.419102039643256,6.784840474246572,2.1553571000917477,-2.908667927648814,2.0081746540132785,-0.9019552261057012,-0.8512804043902572,4.362199242541935,3.3852846823674794,10.412622855934552,-3.220586419503007,0.22188304186259084,2.7960994851852496,-5.182323940536693,-0.2321718664253114,6.5852968674215635,4.69345765573602,7.618940745032337,4.158555651935217,-0.11937162188270957,3.351516663976648,-5.455813250057016,2.2100482407277995,8.270374604345859,4.217668762088823,-3.952482532517637,2.6955028899482625,-14.733814311552104,5.13922426026201,0.13429512893122303,-14.949722631492975,-7.98290118665039,4.153114553202439,-0.3537434783301267,-1.106922175597103,0.11068199286320896,0.44541747901969625,8.569724174975844,-6.317117588075742,-7.453650149930594,11.716713807157426,0.21523398054618223,6.275073117226415,-5.797500569736749,-5.065692141608808,-7.910335611247064,-2.4766990678094443]},{\"axis\":{\"matches\":true},\"label\":\"PC6: 2.4%\",\"values\":[-3.182531532754839,3.978368420585823,-1.3857986993797096,6.440226161436307,3.428189828366408,-2.30896244734174,-0.38684682261430015,5.2122990504107936,-2.507643122296007,2.9933446167270255,1.2327007494061095,-6.272558163122733,-0.35930269511461244,2.0196861966692197,2.181590836329251,-5.307537988192764,14.160393256271501,3.926412716696393,-2.870425607110127,-7.652765562034255,5.240534708128287,0.610574039024669,-7.875029652147775,6.968450033376648,0.5944954693153182,5.1878625616837555,-1.4078503915758425,-2.0183108932016696,3.8812154313876897,0.38203282263230665,-2.0751719156129202,-1.2028540625856912,-1.5626561959518166,2.28616983425534,2.5660785182751225,2.17986499764248,1.9388564015164482,1.6818917576366392,0.3175737997375389,-0.038217188443614915,4.0932281787598805,-0.8586897449899173,1.2098570542483171,-5.151718654051781,3.147134061044775,5.98577031912073,5.562215303304329,3.244800297699199,-1.1821083457765265,-6.070041332853518,-0.6782194917863293,-3.236745331453516,6.710440633231155,4.42031116360631,-2.6189402426721013,-0.11155627751755741,-4.897773571763303,-1.8725881280460424,-3.7308411249627493,0.9291112042321203,-1.905836676884433,4.902267557024627,2.304893210089055,-3.8477654581157967,-3.432572409811086,-1.254117664383309,1.5268710613827365,-6.502846377672134,3.400837469740448,-11.044518997942971,-4.465007093867651,3.380030511502601,6.660527167764176,0.5423947542680807,1.4471352940105435,1.3812692375876885,4.891192766404277,-7.517345291727239,-6.711157026198828,6.031946006367888,3.817964519351068,9.555246641438627,1.3748523849779268,-4.295297786243565,7.723428756541761,-2.4758349247319953,5.9257399086944424,-10.01998345591415,-3.2885644222415378,-1.9812242073968407,3.9220208146600135]}],\"hovertemplate\":\"color=Fibroblast<br>%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<extra></extra>\",\"legendgroup\":\"Fibroblast\",\"marker\":{\"color\":\"#FFA15A\",\"symbol\":\"circle\"},\"name\":\"Fibroblast\",\"showlegend\":true,\"type\":\"splom\",\"diagonal\":{\"visible\":false}}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"legend\":{\"title\":{\"text\":\"color\"},\"tracegroupgap\":0},\"margin\":{\"t\":60},\"dragmode\":\"select\"},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('943b85e5-7439-482d-bc52-cfd49fafdd5d');\n",
+       "var gd = document.getElementById('7f3130cc-75d4-465f-9a75-04c7f930a9d5');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -8248,14 +8231,6 @@
     "best_pca.scatter_pca_matrix(color = labels, n_components = 6)\n",
     "plt.show()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "19fcb0e3",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -8274,7 +8249,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.13"
+   "version": "3.10.8"
   }
  },
  "nbformat": 4,
diff --git a/pyPLNmodels/_utils.py b/pyPLNmodels/_utils.py
index 3e0c17a3414b37cb94fe063b101fa5c6f6eab7f0..17d1626f3359b687e213c1ef873d40a30a5ab3d2 100644
--- a/pyPLNmodels/_utils.py
+++ b/pyPLNmodels/_utils.py
@@ -13,6 +13,9 @@ from matplotlib import transforms
 from matplotlib.patches import Ellipse
 import matplotlib.pyplot as plt
 from patsy import dmatrices
+from sklearn.preprocessing import StandardScaler
+from sklearn.decomposition import PCA
+from matplotlib.patches import Circle
 
 
 torch.set_default_dtype(torch.float64)
@@ -1165,3 +1168,103 @@ def _log1pexp(t):
         t,
         torch.log(1 + torch.exp(t)),
     )
+
+
+def calculate_correlation(X, Xpca):
+    """
+    Calculate correlations between each variable in X and the first two principal components.
+
+    Parameters
+    ----------
+    X : np.ndarray
+        Input data matrix with shape (n_samples, n_features).
+    Xpca : np.ndarray
+        Data matrix after PCA transformation.
+
+    Returns
+    -------
+    ccircle : list of tuples
+        List of tuples containing correlations with the first and second principal components.
+    """
+    ccircle = []
+    for j in X.T:
+        corr1 = np.corrcoef(j, Xpca[:, 0])[0, 1]
+        corr2 = np.corrcoef(j, Xpca[:, 1])[0, 1]
+        ccircle.append((corr1, corr2))
+    return ccircle
+
+
+def plot_correlation_arrows(axs, ccircle, variables_names):
+    """
+    Plot arrows representing the correlation circle.
+
+    Parameters
+    ----------
+    axs : matplotlib.axes._axes.Axes
+        Axes object for plotting.
+    ccircle : list of tuples
+        List of tuples containing correlations with the first and second principal components.
+    variables_names : list
+        List of names for the variables corresponding to columns in X.
+
+    Returns
+    -------
+    None
+    """
+    for i, (corr1, corr2) in enumerate(ccircle):
+        axs.arrow(
+            0,
+            0,
+            corr1,  # 0 for PC1
+            corr2,  # 1 for PC2
+            lw=2,  # line width
+            length_includes_head=True,
+            head_width=0.05,
+            head_length=0.05,
+        )
+        axs.text(corr1 / 2, corr2 / 2, variables_names[i])
+
+
+def plot_correlation_circle(X, variables_names, indices_of_variables, title=""):
+    """
+    Plot a correlation circle for principal component analysis (PCA).
+
+    Parameters
+    ----------
+    X : np.ndarray
+        Input data matrix with shape (n_samples, n_features).
+    variables_names : list
+        List of names for the variables corresponding to columns in X.
+    indices_of_variables : list
+        List of indices of the variables to be considered in the plot.
+    title : str
+        Additional title on the plot.
+
+    Returns
+    -------
+    None
+    """
+    Xstd = StandardScaler().fit_transform(X)
+    pca = PCA(n_components=2)
+    Xpca = pca.fit_transform(Xstd)
+    explained_ratio = pca.explained_variance_ratio_
+
+    ccircle = calculate_correlation(X[:, indices_of_variables], Xpca)
+    print("TEST")
+    print(sorted(plt.style.available))
+
+    with plt.style.context(("seaborn-v0_8-whitegrid")):
+        fig, axs = plt.subplots(figsize=(6, 6))
+        plot_correlation_arrows(axs, ccircle, variables_names)
+
+        # Draw the unit circle, for clarity
+        circle = Circle(
+            (0, 0), 1, facecolor="none", edgecolor="k", linewidth=1, alpha=0.5
+        )
+        axs.add_patch(circle)
+        axs.set_xlabel(f"PCA 1 {(np.round(explained_ratio[0], 3))}")
+        axs.set_ylabel(f"PCA 2 {(np.round(explained_ratio[1], 3))}")
+        axs.set_title(f"Correlation circle on the transformed variables{title}")
+
+    plt.tight_layout()
+    plt.show()
diff --git a/pyPLNmodels/models.py b/pyPLNmodels/models.py
index 2e6c332c6565891c7771cb813df7d797c2f1a588..41b2fc6cef1e099567a250eb6cf67fa01d67355c 100644
--- a/pyPLNmodels/models.py
+++ b/pyPLNmodels/models.py
@@ -11,7 +11,6 @@ import seaborn as sns
 import matplotlib.pyplot as plt
 from sklearn.decomposition import PCA
 import plotly.express as px
-from mlxtend.plotting import plot_pca_correlation_graph
 import matplotlib
 from scipy import stats
 
@@ -34,6 +33,7 @@ from ._utils import (
     _add_doc,
     vec_to_mat,
     mat_to_vec,
+    plot_correlation_circle,
 )
 
 from ._initialization import (
@@ -391,7 +391,10 @@ class _model(ABC):
         ------
         ValueError
             If the batch_size is greater than the number of samples, or not int.
+            If 'nb_max_iteration' is not an int.
         """
+        if not isinstance(nb_max_iteration, int):
+            raise ValueError("The argument 'nb_max_iteration' should be an int.")
         self._print_beginning_message()
         self._beginning_time = time.time()
         self._batch_size = self._handle_batch_size(batch_size)
@@ -619,9 +622,11 @@ class _model(ABC):
         fig.update_traces(diagonal_visible=False)
         fig.show()
 
-    def plot_pca_correlation_graph(self, variables_names, indices_of_variables=None):
+    def plot_pca_correlation_circle(
+        self, variables_names, indices_of_variables=None, title: str = ""
+    ):
         """
-        Visualizes variables using PCA and plots a correlation graph.
+        Visualizes variables using PCA and plots a correlation circle.
 
         Parameters
         ----------
@@ -630,6 +635,8 @@ class _model(ABC):
             indices_of_variables : Optional[List[int]], optional
                 A list of indices corresponding to the variables.
                 If None, indices are determined based on `column_endog`, by default None
+            title : str
+                An additional title for the plot.
 
         Raises
         ------
@@ -659,21 +666,9 @@ class _model(ABC):
                 raise ValueError(
                     f"Number of variables {len(indices_of_variables)} should be the same as the number of variables_names {len(variables_names)}"
                 )
-
-        n_components = 2
-        pca = self.sk_PCA(n_components=n_components)
-        variables = self.transform()
-        proj_variables = pca.transform(variables)
-        ## the package is not correctly printing the variance ratio
-        figure, correlation_matrix = plot_pca_correlation_graph(
-            variables[:, indices_of_variables],
-            variables_names=variables_names,
-            X_pca=proj_variables,
-            explained_variance=pca.explained_variance_ratio_,
-            dimensions=(1, 2),
-            figure_axis_size=10,
+        plot_correlation_circle(
+            self.transform(), variables_names, indices_of_variables, title=title
         )
-        plt.show()
 
     @property
     def _latent_var(self) -> torch.Tensor:
@@ -1010,13 +1005,6 @@ class _model(ABC):
         os.makedirs(path, exist_ok=True)
         for key, value in self._dict_parameters.items():
             filename = f"{path}/{key}.csv"
-            if key == "latent_prob":
-                if torch.max(value) > 1 or torch.min(value) < 0:
-                    if (
-                        torch.norm(self.dirac * self.latent_prob - self.latent_prob)
-                        > 0.0001
-                    ):
-                        raise Exception("Error is here")
             if isinstance(value, torch.Tensor):
                 pd.DataFrame(np.array(value.cpu().detach())).to_csv(
                     filename, header=None, index=None
@@ -1203,7 +1191,7 @@ class _model(ABC):
         str
             The string representation of the useful methods.
         """
-        return ".show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_graph(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()"
+        return ".show(), .transform(), .sigma(), .predict(), .pca_projected_latent_variables(), .plot_pca_correlation_circle(), .viz(), .scatter_pca_matrix(), .plot_expected_vs_true()"
 
     def sigma(self):
         """
@@ -1617,11 +1605,11 @@ class Pln(_model):
         >>> data = {"endog": endog}
         >>> pln = Pln.from_formula("endog ~ 1", data = data)
         >>> pln.fit()
-        >>> pln.plot_pca_correlation_graph(["a","b"], indices_of_variables = [4,8])
+        >>> pln.plot_pca_correlation_circle(["a","b"], indices_of_variables = [4,8])
         """,
     )
-    def plot_pca_correlation_graph(self, variables_names, indices_of_variables=None):
-        super().plot_pca_correlation_graph(
+    def plot_pca_correlation_circle(self, variables_names, indices_of_variables=None):
+        super().plot_pca_correlation_circle(
             variables_names=variables_names, indices_of_variables=indices_of_variables
         )
 
@@ -2967,14 +2955,16 @@ class PlnPCA(_model):
         >>> data = {"endog": endog}
         >>> plnpca = PlnPCA.from_formula("endog ~ 1", data = data)
         >>> plnpca.fit()
-        >>> plnpca.plot_pca_correlation_graph(["a","b"], indices_of_variables = [4,8])
+        >>> plnpca.plot_pca_correlation_circle(["a","b"], indices_of_variables = [4,8])
         """,
     )
-    def plot_pca_correlation_graph(
+    def plot_pca_correlation_circle(
         self, variables_names: List[str], indices_of_variables=None
     ):
-        super().plot_pca_correlation_graph(
-            variables_names=variables_names, indices_of_variables=indices_of_variables
+        super().plot_pca_correlation_circle(
+            variables_names=variables_names,
+            indices_of_variables=indices_of_variables,
+            title=f", which are {self.rank} dimensional.",
         )
 
     @property
@@ -3141,8 +3131,7 @@ class PlnPCA(_model):
         str
             The additional methods string.
         """
-        string = " .projected_latent_variables"
-        return string
+        pass
 
     @property
     def covariance(self) -> torch.Tensor:
@@ -3398,7 +3387,7 @@ class ZIPln(_model):
         dict_initialization: Optional[Dict[str, torch.Tensor]] = None,
         take_log_offsets: bool = False,
         add_const: bool = True,
-        use_closed_form_prob: bool = False,
+        use_closed_form_prob: bool = True,
     ):
         """
         Initializes the ZIPln class.
@@ -3424,7 +3413,7 @@ class ZIPln(_model):
             is launched.
         use_closed_form_prob : bool, optional
             Whether or not use the closed formula for the latent probability.
-            Default is False.
+            Default is True.
         Raises
         ------
         ValueError
@@ -3483,7 +3472,7 @@ class ZIPln(_model):
         offsets_formula: str = "zero",
         dict_initialization: Optional[Dict[str, torch.Tensor]] = None,
         take_log_offsets: bool = False,
-        use_closed_form_prob: bool = False,
+        use_closed_form_prob: bool = True,
     ):
         """
         Create a ZIPln instance from a formula and data.
@@ -3505,7 +3494,7 @@ class ZIPln(_model):
             Whether to take the log of offsets. Defaults to False.
         use_closed_form_prob : bool, optional
             Whether or not use the closed formula for the latent probability.
-            Default is False.
+            Default is True.
         Returns
         -------
         A ZIPln object
@@ -3687,8 +3676,8 @@ class ZIPln(_model):
 
     def _endog_predictions(self):
         return torch.exp(
-            self._offsets + self._latent_mean + 1 / 2 * self._latent_sqrt_var**2
-        ) * (1 - self._latent_prob)
+            self.offsets + self.latent_mean + 1 / 2 * self.latent_sqrt_var**2
+        ) * (1 - self.latent_prob)
 
     @property
     def coef_inflation(self):
@@ -3754,16 +3743,13 @@ class ZIPln(_model):
         self._project_latent_prob()
 
     def _project_latent_prob(self):
-        """
-        Project the latent probability since it must be between 0 and 1.
-        """
         if self._use_closed_form_prob is False:
             with torch.no_grad():
                 self._latent_prob = torch.maximum(
-                    self._latent_prob, torch.tensor([0]).to(DEVICE)
+                    self._latent_prob, torch.tensor([0]), out=self._latent_prob
                 )
                 self._latent_prob = torch.minimum(
-                    self._latent_prob, torch.tensor([1]).to(DEVICE)
+                    self._latent_prob, torch.tensor([1]), out=self._latent_prob
                 )
                 self._latent_prob *= self._dirac
 
@@ -3803,6 +3789,8 @@ class ZIPln(_model):
 
     @property
     def latent_prob(self):
+        if self._use_closed_form_prob is True:
+            return self.closed_formula_latent_prob
         return self._cpu_attribute_or_none("_latent_prob")
 
     @latent_prob.setter
@@ -3829,7 +3817,7 @@ class ZIPln(_model):
         """
         The closed form for the latent probability.
         """
-        return closed_formula_latent_prob(
+        return _closed_formula_latent_prob(
             self._exog, self._coef, self._coef_inflation, self._covariance, self._dirac
         )
 
@@ -3948,8 +3936,45 @@ class ZIPln(_model):
             latent_param["latent_prob"] = self.latent_prob
         return latent_param
 
+    @property
+    def _additional_methods_string(self):
+        """
+        Abstract property representing the additional methods string.
+        """
+        return "visualize_latent_prob()."
+
+    def visualize_latent_prob(self, indices_of_samples=None, indices_of_variables=None):
+        latent_prob = self.latent_prob
+        fig, ax = plt.subplots(figsize=(20, 20))
+        if indices_of_samples is None:
+            if self.n_samples > 1000:
+                mess = "Visualization of the whole dataset not possible "
+                mess += f"as n_samples ={self.n_samples} is too big (>1000). "
+                mess += "Please provide the argument 'indices_of_samples', "
+                mess += "with the needed samples number."
+                raise ValueError(mess)
+            indices_of_samples = np.arange(self.n_samples)
+        elif indices_of_variables is None:
+            if self.dim > 1000:
+                mess = "Visualization of all variables not possible "
+                mess += f"as dim ={self.dim} is too big(>1000). "
+                mess += "Please provide the argument 'indices_of_variables', "
+                mess += "with the needed variables number."
+                raise ValueError(mess)
+            indices_of_variables = np.arange(self.dim)
+        latent_prob = latent_prob[indices_of_samples][:, indices_of_variables].squeeze()
+        sns.heatmap(latent_prob, ax=ax)
+        ax.set_title("Latent probability to be zero inflated.")
+        ax.set_xlabel("Variable number")
+        ax.set_ylabel("Sample number")
+        # indices = (np.arange(0,len(indices_of_samples), len(indices_of_samples)/94)).astype(int)
+        # indices = indices_of_samples[indices]
+        # ax.set_yticklabels([str(index) for index in indices ])
+        # ax.set_xticklabels(indices_of_variables)
+        plt.show()
+
     def grad_M(self):
-        if self.use_closed_form_prob is True:
+        if self._use_closed_form_prob is True:
             latent_prob = self.closed_formula_latent_prob
         else:
             latent_prob = self._latent_prob
@@ -3969,7 +3994,7 @@ class ZIPln(_model):
         return first + second + added
 
     def grad_S(self):
-        if self.use_closed_form_prob is True:
+        if self._use_closed_form_prob is True:
             latent_prob = self.closed_formula_latent_prob
         else:
             latent_prob = self._latent_prob
@@ -3989,7 +4014,7 @@ class ZIPln(_model):
         return first + sec + third
 
     def grad_theta(self):
-        if self.use_closed_form_prob is True:
+        if self._use_closed_form_prob is True:
             latent_prob = self.closed_formula_latent_prob
         else:
             latent_prob = self._latent_prob
@@ -4003,7 +4028,7 @@ class ZIPln(_model):
         A += added
         second = -un_moins_prob * A
         grad_no_closed_form = -self._exog.T @ second
-        if self.use_closed_form_prob is False:
+        if self._use_closed_form_prob is False:
             return grad_no_closed_form
         else:
             XB_zero = self._exog @ self._coef_inflation
@@ -4058,7 +4083,7 @@ class ZIPln(_model):
         return a + b + c + d + e + f
 
     def grad_theta_0(self):
-        if self.use_closed_form_prob is True:
+        if self._use_closed_form_prob is True:
             latent_prob = self.closed_formula_latent_prob
         else:
             latent_prob = self._latent_prob
@@ -4066,7 +4091,7 @@ class ZIPln(_model):
             torch.exp(self._exog @ self._coef_inflation)
             / (1 + torch.exp(self._exog @ self._coef_inflation))
         )
-        if self.use_closed_form_prob is False:
+        if self._use_closed_form_prob is False:
             return grad_no_closed_form
         else:
             grad_closed_form = self.gradients_closed_form_thetas(
@@ -4075,7 +4100,7 @@ class ZIPln(_model):
             return grad_closed_form + grad_no_closed_form
 
     def grad_C(self):
-        if self.use_closed_form_prob is True:
+        if self._use_closed_form_prob is True:
             latent_prob = self.closed_formula_latent_prob
         else:
             latent_prob = self._latent_prob
@@ -4119,7 +4144,7 @@ class ZIPln(_model):
         Diag = (first * second) * torch.eye(self.dim)
         last_grad = Diag @ self._components
         grad_no_closed_form = b_grad + first_part_grad + second_part_grad + last_grad
-        if self.use_closed_form_prob is False:
+        if self._use_closed_form_prob is False:
             return grad_no_closed_form
         else:
             s_rond_s = self._latent_sqrt_var**2
@@ -4212,7 +4237,7 @@ class ZIPln(_model):
             return grad_closed_form + grad_no_closed_form
 
     def grad_rho(self):
-        if self.use_closed_form_prob is True:
+        if self._use_closed_form_prob is True:
             latent_prob = self.closed_formula_latent_prob
         else:
             latent_prob = self._latent_prob
diff --git a/pyproject.toml b/pyproject.toml
index 1cd7e968e0a5edb2522f12e3b6e689465b813531..b68410256fc82fe1131d2001b104aa62d8cd9bbb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,7 +52,6 @@ dependencies = [
 "torch",
 "scikit-learn",
 "patsy",
-"mlxtend",
 "plotly",
 ]
 [project.optional-dependencies]
@@ -62,3 +61,7 @@ build-doc = ["sphinx","sphinx_rtd_theme"]
 [project.urls]
 Repository = "https://github.com/PLN-team/pyPLNmodels"
 Documentation = "https://bbatardiere.pages.mia.inra.fr/pyplnmodels"
+
+
+[tool.setuptools]
+py-modules = ["pyPLNmodels"]
diff --git a/simu_poster.py b/simu_poster.py
new file mode 100644
index 0000000000000000000000000000000000000000..bfd48ddd054300de6efdd21b8e48beca69fcfb65
--- /dev/null
+++ b/simu_poster.py
@@ -0,0 +1,264 @@
+from os.path import exists
+from tqdm import tqdm
+import seaborn as sns
+
+from pyPLNmodels import (
+    get_real_count_data,
+    ZIPln,
+    Pln,
+    get_simulated_count_data,
+    get_simulation_parameters,
+    sample_pln,
+)
+from pyPLNmodels.models import Brute_ZIPln
+import matplotlib.pyplot as plt
+from scipy.special import logit
+import scipy.stats as ss
+import numpy as np
+import pandas as pd
+import torch
+import math
+from matplotlib.ticker import FormatStrFormatter
+
+
+import pickle
+
+ENH_CLOSED_KEY = "enhanced_closed"
+ENH_FREE_KEY = "enhanced_free"
+STD_CLOSED_KEY = "standard_closed"
+STD_FREE_KEY = "standard_free"
+
+
+LABEL_DICT = {
+    ENH_CLOSED_KEY: "Enhanced",
+    ENH_FREE_KEY: "Enhanced",
+    STD_CLOSED_KEY: "Standard",
+    STD_FREE_KEY: "Standard",
+}
+
+REC_KEY = "Reconstruction_error"
+B_KEY = "MSE_B"
+SIGMA_KEY = "MSE_SIGMA"
+PI_KEY = "MAE_PI"
+ELBO_KEY = "ELBO"
+B0_KEY = "MSE_B0"
+
+
+LEGEND_DICT = {
+    REC_KEY: "Reconstruction_error",
+    B_KEY: r"$\|\|\hat{\mu} - \mu \|\|^2_2$",
+    SIGMA_KEY: r"$\|\|\hat{\Sigma} - \Sigma\|\|^2_2$",
+    B0_KEY: r"$\|\|\hat{B}^0 - B^0\|\|^2_2$",
+    ELBO_KEY: "Negative ELBO (Lower the better)",
+    PI_KEY: r"$\|\|\hat{\pi} - \pi\|\|_1$",
+}
+
+CRITERION_KEYS = [SIGMA_KEY, B_KEY, PI_KEY]
+COLORS = {
+    ENH_FREE_KEY: "cornflowerblue",
+    ENH_CLOSED_KEY: "darkblue",
+    STD_CLOSED_KEY: "darkred",
+    STD_FREE_KEY: "lightcoral",
+}
+
+_moyennes_XB = np.linspace(0, 6, 6)
+# chosen_moyennes = [_moyennes_XB[0], _moyennes_XB[3], _moyennes_XB[6], _moyennes_XB[9], _moyennes_XB[12], _moyennes_XB[14]]
+chosen_moyennes = _moyennes_XB
+
+_mean_infla = 0.2
+_nb_bootstrap = 12
+
+
+# KEY_MODELS = [ENH_CLOSED_KEY, ENH_FREE_KEY, STD_CLOSED_KEY, STD_FREE_KEY]
+KEY_MODELS = [ENH_CLOSED_KEY, STD_CLOSED_KEY]
+
+
+def MSE(t):
+    return torch.mean(t**2)
+
+
+def MAE(t):
+    return torch.mean(torch.abs(t))
+
+
+def get_dict_models(endog, exog, offsets):
+    sim_models = {
+        ENH_FREE_KEY: ZIPln(endog, exog=exog, offsets=offsets),
+        ENH_CLOSED_KEY: ZIPln(
+            endog, exog=exog, offsets=offsets, use_closed_form_prob=True
+        ),
+        STD_FREE_KEY: Brute_ZIPln(endog, exog=exog, offsets=offsets),
+        STD_CLOSED_KEY: Brute_ZIPln(
+            endog, exog=exog, offsets=offsets, use_closed_form_prob=True
+        ),
+    }
+    return sim_models
+
+
+n = 5000
+dim = 1000
+title = rf"n={n},p={dim},d=1,$\pi \approx {_mean_infla}$"
+
+
+def get_plnparam(mean_xb, mean_infla):
+    plnparam = get_simulation_parameters(
+        add_const=True, nb_cov=0, zero_inflated=True, n_samples=n
+    )
+    plnparam._coef += mean_xb - torch.mean(plnparam._coef)
+    plnparam._coef_inflation += logit(mean_infla) - logit(
+        torch.mean(torch.sigmoid(plnparam._coef_inflation)).cpu()
+    )
+    # plnparam._offsets *=0
+    return plnparam
+
+
+def get_data(_plnparam, seed):
+    endog = sample_pln(_plnparam, seed=seed)
+    print("XB", torch.mean(_plnparam.exog @ _plnparam.coef))
+    print("pi", torch.mean(torch.sigmoid(_plnparam.exog @ _plnparam.coef_inflation)))
+
+
+def fit_models(dict_models):
+    for key, model in dict_models.items():
+        model.fit()
+    return dict_models
+
+
+class one_plot:
+    def __init__(self, moyennes_XB, mean_infla, chosen_moyennes, nb_bootstrap):
+        self.moyennes_XB = moyennes_XB
+        self.chosen_moyennes = chosen_moyennes
+        self.mean_infla = mean_infla
+        self.nb_bootstrap = nb_bootstrap
+        self.model_criterions = {
+            key_model: {
+                moyenne: {
+                    REC_KEY: [],
+                    SIGMA_KEY: [],
+                    B_KEY: [],
+                    PI_KEY: [],
+                    ELBO_KEY: [],
+                    B0_KEY: [],
+                }
+                for moyenne in self.moyennes_XB
+            }
+            for key_model in KEY_MODELS
+        }
+
+    def simulate_mean(self, _plnparam, i):
+        endog = sample_pln(_plnparam, seed=i)
+        dict_models = get_dict_models(
+            endog, exog=_plnparam.exog, offsets=_plnparam.offsets
+        )
+        fit_models(dict_models)
+        return dict_models
+
+    def simulate(self):
+        if exists(self.abs_name_file):
+            print("Getting back data")
+            with open(self.abs_name_file, "rb") as fp:
+                self.model_criterions = pickle.load(fp)
+        else:
+            print("Simulating")
+            for moyenne in tqdm(self.moyennes_XB):
+                plnparam = get_plnparam(moyenne, self.mean_infla)
+                Sigma = plnparam.covariance
+                B = plnparam.coef
+                B0 = plnparam.coef_inflation
+                for i in range(self.nb_bootstrap):
+                    dict_models = self.simulate_mean(plnparam, i)
+                    self.stock_results(dict_models, moyenne, Sigma, B, B0)
+            self.save_criterions()
+
+    def stock_results(self, dict_models, moyenne, Sigma, B, B0):
+        for key_model in KEY_MODELS:
+            model_fitted = dict_models[key_model]
+            results_model = self.model_criterions[key_model][moyenne]
+            results_model[REC_KEY].append(model_fitted.reconstruction_error)
+            results_model[SIGMA_KEY].append(MSE(model_fitted.covariance - Sigma.cpu()))
+            results_model[B_KEY].append(MSE(model_fitted.coef - B.cpu()))
+            results_model[PI_KEY].append(
+                MAE(
+                    torch.sigmoid(model_fitted.coef_inflation) - torch.sigmoid(B0).cpu()
+                )
+            )
+            results_model[ELBO_KEY].append(model_fitted.elbo)
+            results_model[B0_KEY].append(MSE(model_fitted.coef_inflation - B0.cpu()))
+
+    def save_criterions(self):
+        with open(self.abs_name_file, "wb") as fp:
+            pickle.dump(self.model_criterions, fp)
+
+    @property
+    def abs_name_file(self):
+        return f"results_simu/{self.name_file}"
+
+    @property
+    def name_file(self):
+        return f"{self.moyennes_XB}{self.nb_bootstrap}{self.mean_infla}dim={dim}n={n}"
+
+    @property
+    def data(self):
+        columns = ["model_name", "moyenne"]
+        columns += CRITERION_KEYS
+        data = pd.DataFrame(columns=columns)
+        for model_key in KEY_MODELS:
+            for moyenne in self.chosen_moyennes:
+                for i in range(self.nb_bootstrap):
+                    values = {
+                        "model_name": [LABEL_DICT[model_key]],
+                        "moyenne": [moyenne],
+                    }
+                    for crit_key in CRITERION_KEYS:
+                        value = self.model_criterions[model_key][moyenne][crit_key][i]
+                        if crit_key == ELBO_KEY:
+                            value = -value
+                        if isinstance(value, torch.Tensor):
+                            values[crit_key] = [value.item()]
+                        else:
+                            values[crit_key] = [value]
+                    new_line = pd.DataFrame(values)
+                    data = pd.concat((data, new_line))
+        return data
+
+    def plot_results(self):
+        fig, axes = plt.subplots(1, 3, figsize=(40, 10))
+        plots = {}
+        # plots[REC_KEY] = axes[0, 0]
+        # plots[REC_KEY].set_title("Reconstruction error")
+        plots[SIGMA_KEY] = axes[0]
+        plots[SIGMA_KEY].set_title(LEGEND_DICT[SIGMA_KEY], fontsize="30")
+        plots[B_KEY] = axes[1]
+        plots[B_KEY].set_title(LEGEND_DICT[B_KEY], fontsize="30")
+        plots[PI_KEY] = axes[2]
+        plots[PI_KEY].set_title(LEGEND_DICT[PI_KEY], fontsize="30")
+        # plots[B0_KEY] = axes[1, 1]
+        # plots[B0_KEY].set_title(LEGEND_DICT[B0_KEY])
+        # plots[ELBO_KEY] = axes[1, 2]
+        # plots[ELBO_KEY].set_title(LEGEND_DICT[ELBO_KEY])
+        for ax in axes:
+            ax.set_yscale("log")
+        data = self.data
+        for crit_key in CRITERION_KEYS:
+            sns.boxplot(
+                data=data, x="moyenne", y=crit_key, hue="model_name", ax=plots[crit_key]
+            )
+        for ax in axes:
+            ax.xaxis.set_major_formatter(FormatStrFormatter("%.2f"))
+            ax.legend([], [], frameon=False)
+            ax.set_ylabel("")
+            ax.set_xlabel(r"Moyenne $XB$", fontsize="30")
+            ax.tick_params(axis="y", labelsize=20)
+            ax.set_xticklabels(
+                np.round(self.chosen_moyennes).astype(int), fontsize="25"
+            )
+
+        plots[SIGMA_KEY].legend(fontsize="30")
+        # fig.suptitle(title, fontsize = "30")
+        plt.savefig("simu.png", format="png")
+        plt.show()
+
+
+op = one_plot(_moyennes_XB, _mean_infla, chosen_moyennes, _nb_bootstrap)
+op.simulate()
+op.plot_results()
diff --git a/tests/test_viz.py b/tests/test_viz.py
index d4f9a7383547a3cc14b4db1ebca694840e9ae91a..00a4c420c9bf84fef7457a859225c10280996314 100644
--- a/tests/test_viz.py
+++ b/tests/test_viz.py
@@ -68,23 +68,23 @@ def test_viz_pcacol(plnpca):
 
 @pytest.mark.parametrize("model", dict_fixtures["real_fitted_model_intercept_array"])
 @filter_models(single_models)
-def test_plot_pca_correlation_graph_with_names_only(model):
-    model.plot_pca_correlation_graph([f"var_{i}" for i in range(8)])
+def test_plot_pca_correlation_circle_with_names_only(model):
+    model.plot_pca_correlation_circle([f"var_{i}" for i in range(8)])
 
 
 @pytest.mark.parametrize("model", dict_fixtures["loaded_and_fitted_sim_model"])
 @filter_models(single_models)
-def test_fail_plot_pca_correlation_graph_without_names(model):
+def test_fail_plot_pca_correlation_circle_without_names(model):
     with pytest.raises(ValueError):
-        model.plot_pca_correlation_graph([f"var_{i}" for i in range(8)])
+        model.plot_pca_correlation_circle([f"var_{i}" for i in range(8)])
     with pytest.raises(ValueError):
-        model.plot_pca_correlation_graph([f"var_{i}" for i in range(6)], [1, 2, 3])
+        model.plot_pca_correlation_circle([f"var_{i}" for i in range(6)], [1, 2, 3])
 
 
 @pytest.mark.parametrize("model", dict_fixtures["loaded_and_fitted_sim_model"])
 @filter_models(single_models)
-def test_plot_pca_correlation_graph_without_names(model):
-    model.plot_pca_correlation_graph([f"var_{i}" for i in range(3)], [0, 1, 2])
+def test_plot_pca_correlation_circle_without_names(model):
+    model.plot_pca_correlation_circle([f"var_{i}" for i in range(3)], [0, 1, 2])
 
 
 @pytest.mark.parametrize("model", dict_fixtures["loaded_and_fitted_model"])
diff --git a/tests/test_zi.py b/tests/test_zi.py
index acfaa5bd256e7b0cb55db0f407bc045c0b9fbbff..4aba09ade8ac4f796aa99703b2567a469b955283 100644
--- a/tests/test_zi.py
+++ b/tests/test_zi.py
@@ -102,28 +102,31 @@ def test_transform(zi):
     assert z.shape == w.shape == zi.endog.shape
 
 
-@pytest.mark.parametrize("model", dict_fixtures["sim_model_instance"])
-@filter_models(["ZIPln"])
-def test_batch(model):
-    pln_param = get_simulation_parameters(zero_inflated=True, n_samples=1000)
-    # pln_param._coef += 5
+def test_mse():
+    n_samples = 300
+    pln_param = get_simulation_parameters(
+        zero_inflated=True, n_samples=n_samples, nb_cov=0
+    )
+    pln_param._coef += 6
     endog = sample_pln(pln_param, seed=0, return_latent=False)
     exog = pln_param.exog
     offsets = pln_param.offsets
     covariance = pln_param.covariance
     coef = pln_param.coef
     coef_inflation = pln_param.coef_inflation
-    endog, exog, offsets, covariance, coef, coef_inflation = get_simulated_count_data(
-        zero_inflated=True, return_true_param=True, n_samples=1000
-    )
-    zi = ZIPln(endog, exog=exog, offsets=offsets, use_closed_form_prob=False)
-    zi.fit(batch_size=20)
+    zi = ZIPln(endog, exog=exog, offsets=offsets, use_closed_form_prob=True)
+    zi.fit()
     mse_covariance = MSE(zi.covariance.cpu() - covariance.cpu())
     mse_coef = MSE(zi.coef.cpu() - coef.cpu())
     mse_coef_infla = MSE(zi.coef_inflation.cpu() - coef_inflation.cpu())
-    assert mse_coef < 3
-    assert mse_coef_infla < 3
-    assert mse_covariance < 1
-    zi.show()
-    print(zi)
-    zi.fit()
+    assert mse_coef < 0.05
+    assert mse_coef_infla < 0.08
+    assert mse_covariance < 0.3
+
+
+@pytest.mark.parametrize("model", dict_fixtures["sim_model_instance"])
+@filter_models(["ZIPln"])
+def test_batch(model):
+    model.batch_size = 20
+    model.fit()
+    print(model)