diff --git a/.github/workflows/paper.yml b/.github/workflows/draft-pdf.yml
similarity index 73%
rename from .github/workflows/paper.yml
rename to .github/workflows/draft-pdf.yml
index 6563593..cf3faf3 100644
--- a/.github/workflows/paper.yml
+++ b/.github/workflows/draft-pdf.yml
@@ -1,4 +1,9 @@
-on: [push]
+name: Draft PDF
+on:
+  push:
+    paths:
+      - paper/**
+      - .github/workflows/draft-pdf.yml
 
 jobs:
   paper:
@@ -6,7 +11,7 @@ jobs:
     name: Paper Draft
     steps:
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
       - name: Build draft PDF
         uses: openjournals/openjournals-draft-action@master
         with:
@@ -14,10 +19,10 @@ jobs:
           # This should be the path to the paper within your repo.
           paper-path: paper/paper.md
       - name: Upload
-        uses: actions/upload-artifact@v1
+        uses: actions/upload-artifact@v3
         with:
           name: paper
           # This is the output path where Pandoc will write the compiled
           # PDF. Note, this should be the same directory as the input
           # paper.md
-          path: paper/paper.pdf
\ No newline at end of file
+          path: paper/paper.pdf
diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index a80b5e9..85e8b6e 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -9,15 +9,20 @@ jobs:
       max-parallel: 5
 
     steps:
+    - name: Set up Python 3.10
+      uses: actions/setup-python@v3
+      with:
+        python-version: '3.10'
     - uses: actions/checkout@v4
-    - uses: actions/setup-python@v5
+    - uses: conda-incubator/setup-miniconda@v3
       with:
-        python-version: '3.11'
-    - run: |
-        # $CONDA is an environment variable pointing to the root of the miniconda directory
-        echo $CONDA/bin >> $GITHUB_PATH
-    - run: python -m pip install --upgrade pip setuptools wheel
-    - run: python -m pip install .
-    - run: |
+        activate-environment: base-test
+    - name: Install dependencies
+      run: |
+        # conda env update --file=../environment.yml --name=base-test
+        python -m pip install colossus pixell camb
+        python -m pip install .
+    - name: Test with pytest
+      run: |
         conda install pytest
         pytest
diff --git a/README.md b/README.md
index e15b31a..04b81be 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,14 @@
 
 Code for producing fast simulations of the SZ effect for galaxy halos of varying redshift and mass, based on average thermal pressure profile fits from [Battaglia et al. 2012](https://ui.adsabs.harvard.edu/abs/2012ApJ...758...75B/abstract). Simulated submaps can include tSZ signal from these halos, simulated CMB, instrument beam convolution and white noise.
 
-## Installation 
+## Code Overview
+
+The code is structured as depicted here: ![DeepSZSim workflow](paper/figures/DeepSZSim_Workflow.png)
+The CMB simulations are handled by [DeepCMBSim](https://www.github.com/deepskies/deepcmbsim), based on [CAMB](https://camb.info), and further by [pixell](https://github.com/simonsobs/pixell). The SZ cluster simluations are done in `make_sz_cluster.py` and instrumental effects are added in `filters.py` and `noise.py`.  
+
+## Quickstart
+
+### Installation 
 
 We provide an environment specification file for `conda` or `mamba` users at `environment.yml`, which will produce a new virtual environment called `szsims` with appropriate versions of major python packages. With `conda`, this environment is created by `conda env create -f environment.yml`. With `micromamba` the `env` is omitted and a new environment is instead created with `micromamba create -f environment.yml`.
 
@@ -10,7 +17,7 @@ The simulated CMB signal relies on `camb` and `pixell`, cosmology relies on `col
 
 From the top-level directory, you can do `pip install .` to install the package.
 
-## Usage
+### Usage
 
 The usage of this code is documented in `notebooks/demo_simulation.ipynb`. A detailed walkthrough of the functions available in this code is in `notebooks/demo_full_pipeline.ipynb`.
 
@@ -18,6 +25,22 @@ A full list of potential inputs is documented in `settings/config.yaml` and you
 
 `dm_halo_dist.py` generates an array of mass and redshift. The functions in `make_sz_cluster.py` create pressure profiles, Compton-y, and SZ signal maps for a halo of a given mass and redshift, and produces the final simulated submaps. These submaps contain simulated CMB and simple instrument beam convolution from `simtools.py` and white noise from `noise.py`. Plotting tools are provided in `visualization.py`. Simulations of a large suite of clusters can be achieved easily with `simclusters.py`.
 
+### Example
+
+Let's say you wanted to produce 100 mock halos distributed across the redshift range 0.2<z<0.4 and with masses in the range 1e14<M200<1e15. To generate these halos and produce their simulated maps with SZ signal (along with CMB signal and noise parameters as specified in `Settings/inputdata.yaml`) you would call
+```commandline
+import deepszsim as dsz
+tc0 = dsz.simulate_clusters(halo_params_dict={
+                            'zmin':0.2, 'zmax':0.5,
+                            'm200min_SM':1e14, 'm200max_SM':1e15
+                            },
+                            num_halos=100)
+tc0.get_T_maps()
+```
+The clusters and their maps are now in a dictionary which is in a `clusters` attribute of the class instance `tc0`.
+
+To access the clusters in this set, you can refer to the cluster ID, which itself is obtained from the first five digits of the cluster mass and two digits of the cluster redshift, followed by six random digits. For example, to access a dictionary of the maps and the parameters describing the eleventh cluster, you would do `tc0.clusters[tc0.id_list[11]]`. Alternately, to get the ''final'' temperature map (with noise) for the eleventh cluster, we also provide a convenience function: `tc0.ith_T_map(11)` is the same as `tc0.clusters[tc0.id_list[11]]['maps']['final_map']`.
+
 ## Citation
 
 If you use this code in your research, please cite this GitHub repo and our JOSS paper. Please also make use of the citation instructions for `camb` provided [here](https://camb.info).
diff --git a/deepszsim/.DS_Store b/deepszsim/.DS_Store
new file mode 100644
index 0000000..5008ddf
Binary files /dev/null and b/deepszsim/.DS_Store differ
diff --git a/notebooks/demo_full_pipeline.ipynb b/notebooks/demo_full_pipeline.ipynb
index 5993f87..b79b941 100644
--- a/notebooks/demo_full_pipeline.ipynb
+++ b/notebooks/demo_full_pipeline.ipynb
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 11,
    "metadata": {
     "id": "lOkPyRZEQWsm"
    },
@@ -54,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -63,7 +63,7 @@
        "dict_keys(['survey', 'survey_freq', 'beam_size_arcmin', 'noise_level', 'image_size_pixels', 'pixel_size_arcmin', 'image_size_arcmin', 'cosmo', 'sigma8', 'ns'])"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -84,14 +84,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 13,
    "metadata": {
     "scrolled": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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ASJZQAQCSJVQAgGQJFQAgWUIFAEiWUAEAkiVUAIBkCRUAIFlCBQBIllABAJIlVACAZAkVACBZQgUASJZQAQCSJVQAgGQJFQAgWUIFAEiWUAEAkiVUAIBkCRUAIFlCBQBIVhKhMnny5OjRo0e0bds2Bg0aFC+88ELeIwEACcg9VH72s5/F6NGjY/z48bF48eIYMGBAXHjhhfHWW2/lPRoAkLPcQ+Xee++Na6+9Nq6++uo4+eST44EHHojDDz88Hn744bxHAwByVpLnje/cuTMWLVoUY8eOrTvWpk2bGDJkSDz//PMN1tfU1ERNTU3d+S1btkRERHV1dbPMV1uzo1muF1qzpvp58/P1yR2s34v9uV+pzXwwa47fsXuuM8uyj12ba6hs3rw5du/eHV26dKl3vEuXLvHqq682WF9VVRUTJ05scLyioqLZZgTq63Bf3hOwx8H6vThY71dr1Zzfj61bt0aHDh0+ck2uodJYY8eOjdGjR9edr62tjbfffjuOOeaYKCoqOqDrrK6ujoqKili/fn20b9++qUY9ZNnPpmU/m5b9bFr2s2kdSvuZZVls3bo1ysvLP3ZtrqHSqVOnKC4ujk2bNtU7vmnTpujatWuD9YVCIQqFQr1jHTt2bJJZ2rdvf9A/MFqS/Wxa9rNp2c+mZT+b1qGynx/3TMoeub6ZtrS0NM4444yYO3du3bHa2tqYO3duDB48OMfJAIAU5P7Sz+jRo2PkyJExcODAOPPMM+O+++6L7du3x9VXX533aABAznIPlcsvvzz+53/+J/75n/85Nm7cGKeddlo88cQTDd5g21wKhUKMHz++wUtKHBj72bTsZ9Oyn03LfjYt+7l3Rdn+fDYIACAHuf/BNwCAfREqAECyhAoAkCyhAgAk65AIlcmTJ0ePHj2ibdu2MWjQoHjhhRc+cv3Pf/7zOOmkk6Jt27Zx6qmnxpw5c1po0tahMfv54IMPxjnnnBNHHXVUHHXUUTFkyJCP3f9DTWMfn3vMmDEjioqK4pJLLmneAVuZxu7nO++8E5WVldGtW7coFArRp08fP/Mf0Nj9vO++++LEE0+Mdu3aRUVFRYwaNSree++9Fpo2bfPnz49hw4ZFeXl5FBUVxWOPPfaxl5k3b1586lOfikKhEL17945p06Y1+5zJyQ5yM2bMyEpLS7OHH344W758eXbttddmHTt2zDZt2rTX9b/73e+y4uLi7J577slWrFiR3X777dlhhx2WLVu2rIUnT1Nj9/PKK6/MJk+enC1ZsiR75ZVXsi9/+ctZhw4dsjfeeKOFJ09TY/dzj7Vr12Z/8Rd/kZ1zzjnZxRdf3DLDtgKN3c+ampps4MCB2Re/+MVswYIF2dq1a7N58+ZlS5cubeHJ09TY/XzkkUeyQqGQPfLII9natWuzJ598MuvWrVs2atSoFp48TXPmzMnGjRuXzZw5M4uIbNasWR+5fs2aNdnhhx+ejR49OluxYkV2//33Z8XFxdkTTzzRMgMn4qAPlTPPPDOrrKysO7979+6svLw8q6qq2uv6L33pS9nQoUPrHRs0aFD2j//4j806Z2vR2P38sF27dmVlZWXZ9OnTm2vEVuVA9nPXrl3ZWWedlf3bv/1bNnLkSKHyAY3dzylTpmQ9e/bMdu7c2VIjtiqN3c/Kysrss5/9bL1jo0ePzs4+++xmnbM12p9QueWWW7J+/frVO3b55ZdnF154YTNOlp6D+qWfnTt3xqJFi2LIkCF1x9q0aRNDhgyJ559/fq+Xef755+utj4i48MIL97n+UHIg+/lhO3bsiPfffz+OPvro5hqz1TjQ/bzjjjuic+fO8ZWvfKUlxmw1DmQ///M//zMGDx4clZWV0aVLlzjllFPi7rvvjt27d7fU2Mk6kP0866yzYtGiRXUvD61ZsybmzJkTX/ziF1tk5oON30d/lvtfpm1Omzdvjt27dzf4K7ddunSJV199da+X2bhx417Xb9y4sdnmbC0OZD8/7NZbb43y8vIGP3yHogPZzwULFsRDDz0US5cubYEJW5cD2c81a9bEf/3Xf8Xw4cNjzpw5sWrVqvja174W77//fowfP74lxk7WgeznlVdeGZs3b47PfOYzkWVZ7Nq1K66//vq47bbbWmLkg86+fh9VV1fHu+++G+3atctpspZ1UD+jQlomTZoUM2bMiFmzZkXbtm3zHqfV2bp1a4wYMSIefPDB6NSpU97jHBRqa2ujc+fO8aMf/SjOOOOMuPzyy2PcuHHxwAMP5D1aqzRv3ry4++6744c//GEsXrw4Zs6cGbNnz44777wz79FoxQ7qZ1Q6deoUxcXFsWnTpnrHN23aFF27dt3rZbp27dqo9YeSA9nPPb773e/GpEmT4umnn47+/fs355itRmP3c/Xq1bFu3boYNmxY3bHa2tqIiCgpKYmVK1dGr169mnfohB3I47Nbt25x2GGHRXFxcd2xvn37xsaNG2Pnzp1RWlrarDOn7ED281vf+laMGDEirrnmmoiIOPXUU2P79u1x3XXXxbhx46JNG//fuDH29fuoffv2h8yzKREH+TMqpaWlccYZZ8TcuXPrjtXW1sbcuXNj8ODBe73M4MGD662PiHjqqaf2uf5QciD7GRFxzz33xJ133hlPPPFEDBw4sCVGbRUau58nnXRSLFu2LJYuXVp3+uu//us4//zzY+nSpVFRUdGS4yfnQB6fZ599dqxataou+CIi/vu//zu6det2SEdKxIHt544dOxrEyJ4IzPyzco3m99H/y/vdvM1txowZWaFQyKZNm5atWLEiu+6667KOHTtmGzduzLIsy0aMGJGNGTOmbv3vfve7rKSkJPvud7+bvfLKK9n48eN9PPkDGrufkyZNykpLS7Nf/OIX2YYNG+pOW7duzesuJKWx+/lhPvVTX2P38/XXX8/KysqyG264IVu5cmX2+OOPZ507d86+/e1v53UXktLY/Rw/fnxWVlaW/fSnP83WrFmT/eY3v8l69eqVfelLX8rrLiRl69at2ZIlS7IlS5ZkEZHde++92ZIlS7LXXnsty7IsGzNmTDZixIi69Xs+nnzzzTdnr7zySjZ58mQfTz5Y3X///Vn37t2z0tLS7Mwzz8wWLlxY97Vzzz03GzlyZL31//7v/5716dMnKy0tzfr165fNnj27hSdOW2P28/jjj88iosFp/PjxLT94ohr7+PwgodJQY/fzueeeywYNGpQVCoWsZ8+e2V133ZXt2rWrhadOV2P28/33388mTJiQ9erVK2vbtm1WUVGRfe1rX8v+9Kc/tfzgCXrmmWf2+r+He/Zw5MiR2bnnntvgMqeddlpWWlqa9ezZM/vxj3/c4nPnrSjLPB8HAKTpoH6PCgDQugkVACBZQgUASJZQAQCSJVQAgGQJFQAgWUIFAEiWUAEAkiVUgGYzb968KCoqinfeeadJ1k6YMCFOO+20Bse6dOkSRUVF8dhjjzVqvrlz50bfvn1j9+7dH7t28+bN0blz53jjjTcadRvAJyNUgPjyl78cRUVFUVRUFIcddliccMIJccstt8R7772X92j13HTTTfX+kbZXXnklJk6cGFOnTo0NGzbERRddFD169Ij77rtvv67vlltuidtvv73ev568L506dYqrrroqxo8ff6DjAwdAqAAREfGFL3whNmzYEGvWrInvf//7MXXq1OR+KR955JFxzDHH1J1fvXp1RERcfPHF0bVr1ygUCvt9XQsWLIjVq1fHZZddtt+Xufrqq+ORRx6Jt99+e/+HBj4RoQJEREShUIiuXbtGRUVFXHLJJTFkyJB46qmn6r5eW1sbVVVVccIJJ0S7du1iwIAB8Ytf/KLedcyZMyf69OkT7dq1i/PPPz/WrVtX7+uvvfZaDBs2LI466qg44ogjol+/fjFnzpx6axYtWhQDBw6Mww8/PM4666xYuXJl3dc++NLPhAkTYtiwYRER0aZNmygqKorzzjsvXnvttRg1alTdM0T7MmPGjLjggguibdu2dcd69OhRd7kPnvbo169flJeXx6xZs/ZvU4FPTKgADbz88svx3HPPRWlpad2xqqqq+MlPfhIPPPBALF++PEaNGhV///d/H88++2xERKxfvz4uvfTSGDZsWCxdujSuueaaGDNmTL3rraysjJqampg/f34sW7YsvvOd78SRRx5Zb824cePie9/7Xrz00ktRUlIS//AP/7DXGW+66ab48Y9/HBERGzZsiA0bNsTMmTPjuOOOizvuuKPu2L789re/jYEDB9Y79uKLL9Zd7o033ohPf/rTcc4559Rbc+aZZ8Zvf/vbj9lBoKmU5D0AkIbHH388jjzyyNi1a1fU1NREmzZt4gc/+EFERNTU1MTdd98dTz/9dAwePDgiInr27BkLFiyIqVOnxrnnnhtTpkyJXr16xfe+972IiDjxxBPrYmSP119/PS677LI49dRT667jw+66664499xzIyJizJgxMXTo0HjvvffqPfMR8eeXgTp27BgREV27dq07XlxcHGVlZfWO7c1rr70W5eXl9Y4de+yxdf/9zW9+MzZs2BAvvvhivTXl5eWxZMmSj7xuoOkIFSAiIs4///yYMmVKbN++Pb7//e9HSUlJ3fs3Vq1aFTt27IgLLrig3mV27twZp59+ekT8+Y2tgwYNqvf1PVGzxze+8Y346le/Gr/5zW9iyJAhcdlll0X//v3rrfng+W7dukVExFtvvRXdu3dvmjv6/959990G8bPHj370o3jooYfiueeeqxcvERHt2rWLHTt2NOkswL556QeIiIgjjjgievfuHQMGDIiHH344fv/738dDDz0UERHbtm2LiIjZs2fH0qVL604rVqxo8D6Vj3LNNdfEmjVrYsSIEbFs2bIYOHBg3H///fXWHHbYYXX/vef9IbW1tZ/07jXQqVOn+NOf/tTg+DPPPBNf//rX4yc/+UmDiIqIePvttxvEC9B8hArQQJs2beK2226L22+/Pd599904+eSTo1AoxOuvvx69e/eud6qoqIiIiL59+8YLL7xQ73oWLlzY4LorKiri+uuvj5kzZ8Y//dM/xYMPPtiks5eWlu7X30U5/fTTY8WKFfWOrVq1Kv72b/82brvttrj00kv3ermXX3657lkkoPkJFWCv/u7v/i6Ki4tj8uTJUVZWFjfddFOMGjUqpk+fHqtXr47FixfH/fffH9OnT4+IiOuvvz7+8Ic/xM033xwrV66MRx99NKZNm1bvOm+88cZ48sknY+3atbF48eJ45plnom/fvk06d48ePWL+/Pnxxz/+MTZv3rzPdRdeeGEsWLCg7vy7774bw4YNi9NPPz2uu+662LhxY91pjx07dsSiRYvi85//fJPODOybUAH2qqSkJG644Ya45557Yvv27XHnnXfGt771raiqqoq+ffvGF77whZg9e3accMIJERHRvXv3+I//+I947LHHYsCAAfHAAw/E3XffXe86d+/eHZWVlXWX79OnT/zwhz9s0rnvuOOOWLduXfTq1esjX6IZPnx4LF++vO7jz5s2bYpXX3015s6dG+Xl5dGtW7e60x6//OUvo3v37g0+CQQ0n6Isy7K8hwDIw8033xzV1dUxderU/Vr/6U9/Or7xjW/ElVde2cyTAXt4RgU4ZI0bNy6OP/74/Xqz7ubNm+PSSy+NK664ogUmA/bwjAoAkCzPqAAAyRIqAECyhAoAkCyhAgAkS6gAAMkSKgBAsoQKAJAsoQIAJEuoAADJ+j8jY8hjTyR86wAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -101,7 +101,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -111,7 +111,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -155,7 +155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -195,7 +195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 15,
    "metadata": {
     "scrolled": true
    },
@@ -208,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -218,11 +218,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
-    "(M200,R200,c200)=deepszsim.make_sz_cluster.get_r200_and_c200(M200, z, load_vars_dict=d) #Use M200 to get R200 and concentration from Colossus"
+    "(M200,R200,_,c200)=deepszsim.make_sz_cluster.get_r200_angsize_and_c200(M200, z, load_vars_dict=d) #Use M200 to get R200 and concentration from Colossus"
    ]
   },
   {
@@ -250,7 +250,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -271,7 +271,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -282,7 +282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -291,7 +291,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -307,12 +307,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -351,11 +351,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 23,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "only implementing `Battaglia2012` for profile\n"
+     ]
+    }
+   ],
    "source": [
     "y = deepszsim.make_sz_cluster.Pe_to_y(deepszsim.make_sz_cluster.Pth_Battaglia2012, r, \n",
     "                                  M200, z, d, R200_Mpc=R200)"
@@ -363,16 +371,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "2.2927251793784068e-05"
+       "2.299933114082476e-05"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -392,14 +400,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "-59.53900476006804 uK\n"
+      "-59.726185178600446 uK\n"
      ]
     }
    ],
@@ -419,12 +427,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -460,19 +468,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "y_max = 1.7471741163343243e-05, y_min = 4.402218464092895e-11\n"
+      "y_max = 2.0305790683545374e-05, y_min = 7.06289982336867e-11\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -498,14 +506,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 28,
    "metadata": {
     "scrolled": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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QfK0NGzZg3rx5+P3vf4+ffvoJXbp0wdtvv43x48c7yrj6PGti5MiR2LFjBxYvXoxHHnkEhYWFaNOmDR588EHMnTvXabpPum8GDx6MTZs2Yf78+Rg3bhyioqIwffp0XL58GQsXLvSonb7yf//3fwgMDERmZiaKi4vRu3dvbNiwAfPnz3dZfsOGDcjIyMDy5cthMpmQkpKCpUuXepznQ6QXk1JK1XYjqH6aOnUqjh49ig8//LDKyYiVIWAvvPACduzYgQkTJuDo0aOO4X6t16l2bdmyBSNGjMCXX36J7t2713Zz6pSGvG8yMjKwcOFC/Pjjj/ytUp3EkRryyMmTJ/Hqq68iODjY6eD2wQcfoF+/fli2bBlSU1PRokUL3HDDDVi3bp1TOa3XqXbt3LkT48ePb3D/aUtw3xDVXRypISIiEY7UUF3HTg0RERH5hXqVU7Nnzx6kpKQgJiYGJpMJmzZtcnpdKYWMjAzExMSgUaNGGDBggFP2SXXWr1+Prl27wmq1omvXrti4caOP3gERERH5Sr3q1JSUlKBHjx548cUXXb6+ZMkSPPfcc3jxxReRlZWFqKgoDB482HGZqyv79u3DuHHjMGHCBHz55ZeYMGECxo4dK777LxEREdUN9Xb6yWQyYePGjbjrrrsAXB2liYmJwaxZs/D4448DAEpLSxEZGYmnn34aDz74oMt6xo0bh6KiInzwwQeOZcOGDXMkjxIREVH94DdXP+Xm5uLcuXMYMmSIY5nVakX//v2xd+/eajs1+/btw+zZs52WDR06FEuXLq12W6WlpSgtLXU8t9vt+Omnn9CiRQuf3CSQiIh8SymFS5cuISYmxunmtXq6cuWK495j3goKCqoSpUF+1KmpvBdJZGSk0/LIyMgqd6S9fj1X67i7P0tmZmadC88iIiLv5efn1/i2GBJXrlxBXLsmOFdg06W+qKgo5ObmsmNzHb/p1FS6fqREKaU5elLTdebOnYv09HTH88LCQrRt2xYnv4hFWJPqe/g5pdo99EK79hf0F7tVu4zSLlOqtD/+K/ZAzTIVknoEZcrtFsG2tMuUC8rYlfaIml712AWnronqUYJ6NEvUTZK/i80m7XdnNmnPppsFe0lST6BJ+z8nveoJEJQJNGuXCTZVvU1H1W1plwk2l2uWsQrqCTGVapcxa5cJN1/RLNPL6j7tuKjYjna9Tzjud6e3srIynCuw4WR2LMJCvRsJKrpkR7uEEygrK2On5jp+06mJiooCcHXk5dr48oKCgiojMdevd/2ojNY6Vqu1ys3fACCsidntl7VJkPYXuULwHzt0KmMWdDRMdkFnRFAPBGUsom1J3pc+nRG96rEZ2qmpn9OfZgg6Izp1aiy6dWq0Pw+96hGVMWt/9sGCr0egoEywWft9BQvee4hZ+zfWWFCmiWC6KMwq60j4+hSCJqEmNAn1bhv19XduhHp19ZM7cXFxiIqKwvbt2x3LysrKsHv3bvTt27fa9ZKSkpzWAYBt27a5XYeIiMgTNmXX5UGu1auRmuLiYhw7dszxPDc3FwcOHEDz5s3Rtm1bzJo1C3/84x/RqVMndOrUCX/84x8REhKC++67z7HOxIkTccMNNyAzMxMA8Mgjj+D222/H008/jVGjRuHvf/87PvroI3z66aeGvz8iIvJvdijYBSOTWnWQa/WqU7N//34MHDjQ8bzyvJbU1FSsXr0ac+bMweXLlzF9+nRcvHgRffr0wbZt25zmSPPy8pzObO/bty/Wrl2L+fPn43e/+x06dOiAdevWoU+fPsa9MSIiIvJavc2pqUuKiooQHh6Oi9+1d3tOTbbgROGf7Y00y5RIThQWlLmitE8ClpwoLDmnRnaisD7n1NS1E4V5To22+nlOjXEnCovKmAUn+ApO3g3U6UThYJN2GclJwI0FZZqaL2uWSdA6UfiSHc1uPI7CwkKEhYVp1ldTlf9PnDnSWpcThWM6n/JZW+uzejVSQ0REVJ/ZlILNy7EEb9f3Z35zojARERE1bByp0VFOaZnby7YlU0uXBGUkU0KSKSrJ9JNkCqZUNEWlXY9sqkuQZWPX7qtLpoQkl9dLpnsk+TuS6ScJf55+EtUjme4R5LlI2lMuqEcy1VUuuGRZMv0ULPjs7YJLw62CS8Ntkt+YYFsSkpwniexS91NUxaXGXFHEE4V9i50aIiIig9ihYGOnxmc4/URERER+gSM1REREBuH0k2+xU0NERGQQXv3kW5x+IiIiIr/AkRoiIiKD2P/98LYOco2dGiIiIoPYdLj6ydv1/Rk7NURERAaxqasPb+sg19ip0VGhPdhtYJskWE8UmicIqZME60lC8/QKxCs18L5OktC8csF9lPSqR3TPJsm9nyThajqF+BlNEponuz+UdplSwecaKLjPVIDgc5XUY4N2sJ7dpM9nbxXcH8omeF+Sez+JztgUzKNIgjL1UGLX/hyo7mOnhoiIyCA8p8a32KkhIiIyiB0m2Ly8nUl9vR2KEXhJNxEREfkFjtQQEREZxK6uPrytg1xjp4aIiMggNh2mn7xd359x+omIiIj8AkdqiIiIDMKRGt9ip4aIiMggdmXyOk+qvuZRGYGdGh39YrcCboK9RKF5dSxYr1Rpf0Uk9VTYtWc6JW02MjRPUk+FTsF6km3pdRmn0QdESSCeqB5B+F6AWTtATdKeCp3C9/SrR/D9EATiSYLsRMF6egWl6BTQZxEUMmuU+YXhe36BnRoiIiKDcPrJt9ipISIiMogNZq9v/cAxpeqxU0NERGQQpcM5NYrn1FSLl3QTERGRX+BIDRERkUF4To1vsVNDRERkEJsywya44s19HTo1xg9x+omIiIj8AkdqiIiIDGKHCXYvxxPsgsymhoqdGh39otyH75XYrZp16BWs94s9SHtbkvA9u/ZXpFxpB4OVCeoptUm2pU9oXpkkWE+nQDxJ8KDkagjJFQ+S9tTF8D1JsJ5JUo/gMwswS4La9An6CxKU0SvET/LZB6FCux7B98NmFnyn9TrvQ6eAPi2/KGMulOY5Nb7F6SciIiLyCxypISIiMog+Jwpz+qk67NQQEREZ5Oo5NV7e0JLTT9Xi9BMRERH5BY7UEBERGcSuw72fePVT9fxqpCY2NhYmk6nKY8aMGS7L79q1y2X5b7/91uCWExFRQ1B5To23D3LNr0ZqsrKyYLP957K8Q4cOYfDgwRgzZozb9Y4cOYKwsDDH85YtW/qsjURE1HDZYWZOjQ/5Vafm+s7I4sWL0aFDB/Tv39/teq1atULTpk192DIiIiLyNb/q1FyrrKwMa9asQXp6Okwm92eK9+rVC1euXEHXrl0xf/58DBw40G350tJSlJaWOp4XFRVdXa4CYFbV71K9gvUkoXl6BevpVUYSvleuW2ie9l9BkvZI6pEMA0vqEQXr6VTG6L/xJNdpiAL6BGUkAX2S8D2LIOxOEpon+TxE9QhC/CRXxNgk3yGzcVfWSEIOhRVpsij3n2mpQaGUNmUSfQ5adZBrfjsxt2nTJvz888+YNGlStWWio6OxYsUKrF+/Hhs2bEDnzp0xaNAg7Nmzx23dmZmZCA8PdzzatGmjc+uJiMgf2f59orC3D3LNb0dqVq5cieTkZMTExFRbpnPnzujcubPjeVJSEvLz8/HMM8/g9ttvr3a9uXPnIj093fG8qKiIHRsiIqJa5pedmpMnT+Kjjz7Chg0barzurbfeijVr1rgtY7VaYbVq38eJiIjoWnZlht3Lq5fsTBSull92alatWoVWrVrhzjvvrPG6OTk5iI6O9kGriIioodNj+sjGq5+q5XedGrvdjlWrViE1NRUBAc5vb+7cuTh9+jRef/11AMDSpUsRGxuLbt26OU4sXr9+PdavX18bTSciIiIv+F2n5qOPPkJeXh4eeOCBKq+dPXsWeXl5judlZWV47LHHcPr0aTRq1AjdunXD5s2bMXz4cCObTEREDYQd3l+9pH1tXsPld52aIUOGQFUz37h69Wqn53PmzMGcOXMMaBUREZFe4Xu8+qk63DNERETkF/xupKY2XbEHwuQm1K1caQfHiULz3AT8OcrUsWC9UpukHkn4nqAem3Y9ktC8ckE9soA+QSCeoIxNsC17PT1/UJL3ZhGE5knC9yw6BfQFWrQD8STfjyBBPXoFL9Y1kpBDyVyLWVCP1rH1it2o8D3v793Eez9Vj50aIiIig9hhEqU/a9VBrrG7R0REZBDepfuqS5cu4ZZbbkHPnj3RvXt3vPLKK7rUy5EaIiIiMlRISAh2796NkJAQ/PLLL4iPj8fdd9+NFi1aeFUvOzVEREQG0Sd8r/6P1FgsFoSEhAAArly5ApvNVu2VyzVR//cMERFRPWFXJl0evrRnzx6kpKQgJiYGJpMJmzZtcllu2bJliIuLQ3BwMBISEvDJJ5/UaDs///wzevTogdatW2POnDmIiIjwuu3s1BAREZFDSUkJevTogRdffLHaMuvWrcOsWbMwb9485OTkoF+/fkhOTnYKuE1ISEB8fHyVx5kzZwAATZs2xZdffonc3Fy89dZb+OGHH7xuO6efiIiIDGLXYfqpMnyvqKjIableN1tOTk5GcnKy2zLPPfccJk+ejClTpgC4etuhrVu3Yvny5cjMzAQAZGdni7YXGRmJm2++GXv27MGYMWO8ajtHaoiIiAxSeZdubx8A0KZNG4SHhzselZ0JXysrK0N2djaGDBnitHzIkCHYu3evqI4ffvjB0SkrKirCnj170LlzZ6/bxpEaHVWoAJS7CcYrFQTr6RXQJ6nHyGC9K6LwPe0ykkA8SYifpB5JaF6FpB5BqJckWE9yCp0kxE9SRk+SQDxRGWjva0lAn8WsvS2bTsF6koA+yedht9S/8D2z4DOVHMvMgs9LcmzV+twr6mFwZX5+PsLCwhzP9RilkTh//jxsNhsiIyOdlkdGRuLcuXOiOk6dOoXJkydDKQWlFNLS0nDzzTd73TZ2aoiIiAxigwk2L8PzKtcPCwtz6tS4k5GRgYULF7otk5WVhcTERHE7TCbn96GUqrKsOgkJCThw4IB4W1Ls1BARERnk2ukjb+qoqbS0NIwfP95tmdjYWFFdERERsFgsVUZlCgoKqozeGI2dGiIiIj8XERGhyyXTABAUFISEhARs374do0ePdizfvn07Ro0apcs2PMVODRERkUFsgA7TT75VXFyMY8eOOZ7n5ubiwIEDaN68Odq2bQsASE9Px4QJE5CYmIikpCSsWLECeXl5mDZtmo9b5x47NURERAapremnmti/fz8GDhzoeJ6eng4ASE1NxerVqwEA48aNw4ULF7Bo0SKcPXsW8fHx2LJlC9q1a+fTtmlhp4aIiMggetyQ0tc3tBwwYIDolgXTp0/H9OnTfdqWmmJODREREfkFjtQQEREZRMEEu5fn1Cgv1/dn7NTo6IoKANyE7+kViCcJ/ZIE2dXHYD1Je8oF+0eyrQqbdj2Sz8IuKiMIVxOUkYXvaRbRlSS2QhK+Jwlhs5m197VZENAnCUwMsGjXo1dgYn1kEXymFmjvw1LBf1MWk3Y9V9wcm6++rlmFLurD9FN9xj1DREREfoEjNURERAaxK5PXt7Soa7fEqEvYqSEiIjKITYe7dHu7vj/jniEiIiK/wJEaIiIig3D6ybfYqSEiIjKIHWbYvZwk8XZ9f8Y9Q0RERH6BIzVEREQGsSkTbF5OH3m7vj9jp0ZH5XYLLG5C5q7YA7XrEAX0adcjC6nT3laZqIxxwXqlotA8QZsrtMvYBKF5NkFAn80mCMQTbEsUrKedQWZ42JskWM8kGDOW1aO9AywWQRiiIFjPZheE7wn2td3i63su14xZEoQoKSOIHhSVEWxLcmzV2la53Zj0PZ5T41vs1BARERlE6XCXbsVE4WpxzxAREZFf4EgNERGRQWwwweblDSm9Xd+fsVNDRERkELvy/pwYg07/qZc4/URERER+gSM1REREBrHrcKKwt+v7M7/aMxkZGTCZTE6PqKgot+vs3r0bCQkJCA4ORvv27fHSSy8Z1FoiImpo7DDp8iDX/G6kplu3bvjoo48czy2W6vNIcnNzMXz4cEydOhVr1qzBZ599hunTp6Nly5a45557jGguERER6cTvOjUBAQGaozOVXnrpJbRt2xZLly4FANx0003Yv38/nnnmGY86NRXK4jY8TxKsJyujPcAmKVMfg/UkoXmS9khC8yokAX2CepQkfE9Sj13w15kgfA8GB3cpQXiaZMzYZBaE71kEYXeCsyztgn2tBEdPyfmcde2kT93C90zaX8YAwXEqQHBMNCvt9mgdWyskyZU6YKKwb/nV9BMAHD16FDExMYiLi8P48eNx/Pjxasvu27cPQ4YMcVo2dOhQ7N+/H+Xl5b5uKhERNTCV59R4+yDX/GrP9OnTB6+//jq2bt2KV155BefOnUPfvn1x4cIFl+XPnTuHyMhIp2WRkZGoqKjA+fPnq91OaWkpioqKnB5ERERUu/yqU5OcnIx77rkH3bt3x3/9139h8+bNAIDXXnut2nVMJudhPPXvYczrl18rMzMT4eHhjkebNm10aD0REfk7O0yO+z95/OCJwtXyq07N9Ro3bozu3bvj6NGjLl+PiorCuXPnnJYVFBQgICAALVq0qLbeuXPnorCw0PHIz8/Xtd1EROSflA5XPil2aqrldycKX6u0tBTffPMN+vXr5/L1pKQkvP/++07Ltm3bhsTERAQGVn/XV6vVCqvVqmtbiYjI//Eu3b7lVyM1jz32GHbv3o3c3Fz885//xG9+8xsUFRUhNTUVwNURlokTJzrKT5s2DSdPnkR6ejq++eYb/PWvf8XKlSvx2GOP1dZbICIiIg/51UjNqVOncO+99+L8+fNo2bIlbr31Vnz++edo164dAODs2bPIy8tzlI+Li8OWLVswe/Zs/OUvf0FMTAz+/Oc/M6OGiIh8gonCvuVXnZq1a9e6fX316tVVlvXv3x9ffPGFj1pERET0H5x+8i2/6tTUtnJlgdlNwFOFXRD4JgjE06+MIKBPEogn2Fa55L0LtiUJ1pOE5lVUaLfHLtiWvUIQ0ibYFgQBfdApfM8kOSBKA+EkVekUvqcE4XtKEL5nChDsJME+EuS9Qen0n49ZUI0kEM9k0v5Om2za9QSYbJplKgTbqhAE9EnKWARf/HKN9pQbFL5HvsVODRERkUH0uHcTL+muHjs1REREBuH0k2/xbCMiIiLyCxypISIiMghHanyLnRoiIiKDsFPjW5x+IiIiIr/AkRoiIiKDcKTGt9ipISIiMoiC95dkS2OkGiJ2anSk1QO3CWb7ygXx15IykkC8Mrv2x2+TtEen0LwyQWiezSYI8ROE3dkE27KXC2ZndQrWMwlC/ET1aGeiQZBlpislSI5zk1n5HxZB+F6AoIwgxNBm195Jqvp73taISRCaV6ZTPZL/SgPM2u9dcuyQhAEGmLW/sAGCY1CA4NiqNbph1OgHR2p8i+fUEBERkV/gSA0REZFBOFLjW+zUEBERGYSdGt/i9BMRERH5BY7UEBERGYQjNb7FTg0REZFBlDJBedkp8XZ9f8bpJyIiIvILHKkhIiIyiB0mr8P3vF3fn7FTo6NyZYHZTYpYhSAQz9gy+gTr2QRDoRWC0DyboD0VktA8QZtFwXqi8D1BIJ6gHnO59qYkAX2SYD3jw/d0KiM4WtkDBUF/gYIdIGiQZDeaBP/3SHIXRfUIfmMWQbCe5DdvEXyJKkw6HadE2xK8L432lCtjfhg8p8a3OP1EREREfoEjNURERAbhicK+xU4NERGRQTj95Fvs1BARERmEIzW+xXNqiIiIyFD5+fkYMGAAunbtiptvvhl/+9vfdKmXIzVEREQGUTpMP/nDSE1AQACWLl2Knj17oqCgAL1798bw4cPRuHFj7+rVqX1ERESkQQFQyvs66rvo6GhER0cDAFq1aoXmzZvjp59+8rpTw+knIiIictizZw9SUlIQExMDk8mETZs2uSy3bNkyxMXFITg4GAkJCfjkk0882t7+/ftht9vRpk0bL1p9FUdqdKR1VrskBbJcEPpVIQoG096WTbItSSCeIKxLUo9NEtAnKGOXpJlV6BOsZy4TBOuVCULzKrSbYy4XtEdQj8mmXUb8p6BgV7vJo3SwS4L1dAoWtIt+P5KNCeoxC3akoB6zoJ4KsyB8TxSsp70tybFDcgySHMskx0SrYFtaUz5GXVFkhwmmOp4oXFJSgh49euD+++/HPffc47LMunXrMGvWLCxbtgy//vWv8fLLLyM5ORmHDx9G27ZtAQAJCQkoLS2tsu62bdsQExMDALhw4QImTpyIV199VZe2s1NDRERkED2vfioqKnJabrVaYbVavaobAJKTk5GcnOy2zHPPPYfJkydjypQpAIClS5di69atWL58OTIzMwEA2dnZbusoLS3F6NGjMXfuXPTt29frdgOcfiIiIqqX2rRpg/DwcMejsjPha2VlZcjOzsaQIUOclg8ZMgR79+4V1aGUwqRJk3DHHXdgwoQJurWNIzVEREQGsSsTTDqF7+Xn5yMsLMyxXI9RGonz58/DZrMhMjLSaXlkZCTOnTsnquOzzz7DunXrcPPNNzvO2XnjjTfQvXt3r9rGTg0REZFBlNLh6qd/rx8WFubUqXEnIyMDCxcudFsmKysLiYmJ4naYrrvTqlKqyrLq3HbbbbBLTpSrIXZqiIiI/FxaWhrGjx/vtkxsbKyoroiICFgsliqjMgUFBVVGb4zGTg0REZFBaus2CREREYiIiPBqu5WCgoKQkJCA7du3Y/To0Y7l27dvx6hRo3TZhqfYqSEiIjJIfbj3U3FxMY4dO+Z4npubiwMHDqB58+aOy7XT09MxYcIEJCYmIikpCStWrEBeXh6mTZvm07Zp8aurnzIzM3HLLbcgNDQUrVq1wl133YUjR464XWfXrl0wmUxVHt9++61BrSYiooaiMs/M24cv7d+/H7169UKvXr0AXO3A9OrVC7///e8dZcaNG4elS5di0aJF6NmzJ/bs2YMtW7agXbt2Pm2bFr8aqdm9ezdmzJiBW265BRUVFZg3bx6GDBmCw4cPa0YvHzlyxOmEq5YtW9Z4+3aYYXPTTyy3awdfiYLBBF9oUWieJBBPsC2bXRB8JQrf065HScpIgvUE9ZjK9QnWM5dpN0dUT7mgHkkZQUCfnuF7kmA9U6CgjOAzswdJGi74DgkC8ZRZ+yRHyXdRCYL1bGbtNlssgt+Y4MRMyW9er+OLXfC+JMdEybE1SCOc0O5ff+N7ZcCAAVCCs5mnT5+O6dOnG9AiOb/q1Hz44YdOz1etWoVWrVohOzsbt99+u9t1W7VqhaZNm/qwdURE1NDpefUTVeXXXdPCwkIAQPPmzTXL9urVC9HR0Rg0aBB27tzp66YREVEDdLVTY/LyUdvvou7yq5GaaymlkJ6ejttuuw3x8fHVlouOjsaKFSsc96h44403MGjQIOzatava0Z3S0lKn+1lcH1VNRERExvPbTk1aWhq++uorfPrpp27Lde7cGZ07d3Y8T0pKQn5+Pp555plqOzWZmZmaIUZERETXqw9XP9Vnfjn9NHPmTLz33nvYuXMnWrduXeP1b731Vhw9erTa1+fOnYvCwkLHIz8/35vmEhFRA6F0epBrfjVSo5TCzJkzsXHjRuzatQtxcXEe1ZOTk4Po6OhqX9frTqhERESkH7/q1MyYMQNvvfUW/v73vyM0NNQR4RweHo5GjRoBuDrKcvr0abz++usArt4uPTY2Ft26dUNZWRnWrFmD9evXY/369bX2PoiIyD9x+sm3/KpTs3z5cgBXr7G/1qpVqzBp0iQAwNmzZ5GXl+d4raysDI899hhOnz6NRo0aoVu3bti8eTOGDx9uVLOJiKih0GP+iPNP1fKrTo0kLGj16tVOz+fMmYM5c+bosn2tpEdJaJ4sWE8S4icIGNOpjE0SsiUI6FOCepRNp2C9Cn3C7kyCIDtJsJ6lVLMILFcEZUq1fwOi9yU8aEr+YLQLgvVsVsH3LFjQIEmwniDsTiOnDQBgt0i2JQmUFHzvLdptltzxWPJb1eu4oNuxzGzTZVtaZXyd0uugw0iN6IfXQPnlicJERETU8PjVSA0REVFdxkRh32KnhoiIyCA8Udi3OP1EREREfoEjNUREREZRJu9P9OVITbXYqSEiIjIIz6nxLU4/ERERkV/gSA0REZFRGL7nU+zU6MiuzLAr7wa/7ILwMEkZvcKxRGFdmiWE4XuS0C9BPZCU0S2gT58QP0mwXuAv2ns64LJ2GVFAn3beGQBAkJ0mCtarEG1PEnanXYsSheYJmiNpsyh0Uqffs6QezRLCME29Avp0Ot5JaB2bvT12S/HqJ9/i9BMRERH5BY7UEBERGYnTRz7DTg0REZFBOP3kW+zUEBERGYUnCvsUz6khIiIiv8CRGiIiIsOYILmST7sOcoWdGiIiIqNw+smnOP1EREREfoEjNTqyw31QlChoSqez2vXall3wF4EoNE8UrKe9LehUxiQITjMJ6jFXCMpIwvcEgXiSYL2gS9qNDryk/ebN5ZIdDdgDtf8uKg8VJPQJ/r6SBP3ZAwXfM8FRzx6oXUbyHdLrOy2pR6/foeQ3Lzp26BaaZ0yIn+wbrwOO1PgUOzVERERG4V26fcqjTo3NZsPq1auxY8cOFBQUwG537uN+/PHHujSOiIiISMqjTs0jjzyC1atX484770R8fDxMJvYaiYiItCh19eFtHeSaR52atWvX4p133sHw4cP1bg8REZH/4jk1PuXR1U9BQUHo2LGj3m0hIiIi8phHnZpHH30U//d//wfFMTAiIiK5yhOFvX2QSx5NP3366afYuXMnPvjgA3Tr1g2Bgc7XP27YsEGXxhEREfkTk7r68LYOcs2jTk3Tpk0xevRovdtCRETk33hOjU951KlZtWqV3u2gGpCF5gmCuPRoDKShX/rUIxl2NUnKSAL6dArxMzKgTxKsF3S+RLs9ly5rNwiAPbSRoFRjzRK2IO3PzGwVlBHsa7tOwYuiMnoFUxr5GxOQHDv0Ok4R1QTD94iIiIzC8D2fEndqevfujR07dqBZs2bo1auX22yaL774QpfGERER+RVOP/mUuFMzatQoWK1WAMBdd93lq/YQEREReUTcqVmwYIHLfxMREZEQR2p8yutzaoqLi6vc+yksLMzbaomIiPxPA+/U/PDDD4iMjPRZ/R51anJzc5GWloZdu3bhypUrjuVKKZhMJthsgssLiIiIqEGJiYlBq1at0KNHD/To0QM9e/ZEz5490blzZ5jNHuUBO/GoU/Pf//3fAIC//vWviIyM5A0tiYiIJBr41U+HDh3CV199ha+++grZ2dn405/+BABo1KgRunXrhp49ezo6PLfddluN6/eoU1PZmM6dO3uyOhERUYPU0BOFb7rpJtx0000YN24cRo4ciZkzZ2LmzJk4c+YMcnJycODAAbzyyis4fPgwysrKaly/R52aW265Bfn5+ezUUN1k5A9esi1BGclByiwJ+ivXToSTBOtV5J7U3hiAgLh22tsL1w7ok7w30YFcrzJ6qcf/+RD52rZt23Do0CF07NgRHTt2xO233+54rbxckEjqgkcTWK+++iqefvppvPbaa8jOznYMJVU+atuyZcsQFxeH4OBgJCQk4JNPPnFbfvfu3UhISEBwcDDat2+Pl156yaCWEhFRg6J0eviBbt264ejRoy5fu/6eklIejdT8+OOP+P7773H//fc7lplMpjpxovC6deswa9YsLFu2DL/+9a/x8ssvIzk5GYcPH0bbtm2rlM/NzcXw4cMxdepUrFmzBp999hmmT5+Oli1b4p577qmFd0BEROT/5s+fj0ceeQRNmzZFUlKSLnV61Kl54IEH0KtXL7z99tt17kTh5557DpMnT8aUKVMAAEuXLsXWrVuxfPlyZGZmVin/0ksvoW3btli6dCmAq/N9+/fvxzPPPMNODRER6coEHc6p0aUlte+BBx5AUVERbrvtNsTExKB3797o1auX44qo2NjYGtfpUafm5MmTeO+999CxY0dPVveZsrIyZGdn44knnnBaPmTIEOzdu9flOvv27cOQIUOclg0dOhQrV65EeXm5yyGw0tJSlJaWOp4XFRXp0HoiIqKGIyUlBTNmzIDVasWXX36JAwcOYM+ePXjhhRdw8eLFKhl4Eh51au644w58+eWXda5Tc/78edhstirBPpGRkTh37pzLdc6dO+eyfEVFBc6fP4/o6Ogq62RmZmLhwoX6NZyIiBqGBn5J97Vef/11x7979uyJ1NRUx/P8/HyP6vSoU5OSkoLZs2fj4MGD6N69e5XRjJEjR3rUGL1cPx1Wea5PTcq7Wl5p7ty5SE9PdzwvKipCmzZtPG0uERE1FA08UVjK0/9TPerUTJs2DQCwaNGiKq/V5onCERERsFgsVUZlCgoKqo1ljoqKclk+ICAALVq0cLmO1Wp13NyTiIiIau7ai43cWbVqlbhOjzo1nsxzGSEoKAgJCQnYvn07Ro8e7Vi+fft2jBo1yuU6SUlJeP/9952Wbdu2DYmJiR5fUkZEROQSR2octm7divPnz6Nly5bo06cPTp8+jS+//BLDhw/3uE6vb2hZ16Snp2PChAlITExEUlISVqxYgby8PMfo0ty5c3H69GnHXN60adPw4osvIj09HVOnTsW+ffuwcuVKvP3227X5NsgbRk43S7YlKCOZIrdbBGUCtaOn7KHaYXiSUD1pXaI2Cd6b6DQCvcroxT9OfSAdNfRE4Wu9+eabKC4uxmuvvYalS5eif//+KC8vR+fOnV1erSzhUfjeww8/jD//+c9Vlr/44ouYNWuWRw3Ry7hx47B06VIsWrQIPXv2xJ49e7Blyxa0a3f1IH327Fnk5eU5ysfFxWHLli3YtWsXevbsiSeffBJ//vOfeTk3ERGRDw0cOBChoaG4fPkyBgwYgJiYGOzYsQPLli3DkiVLPKrTo07N+vXr8etf/7rK8r59++Ldd9/1qCF6mj59Ok6cOIHS0lJkZ2c7RS+vXr0au3btcirfv39/fPHFFygtLUVubq5jVIeIiEhX9SBReM+ePUhJSUFMTAxMJhM2bdrkslxN0/tduXDhAvbs2YOoqCh88MEHGDBgADZt2oSMjAy8+uqrNa7Po+mnCxcuIDw8vMrysLAwnD9/3pMqiYiI/F89OKempKQEPXr0wP3331/trIUkvT8hIcEp063Stm3bEBMTgx9++AGzZ89GUFAQPvzwQzRp0gTA1RGct956C/feey+aNm2K3/zmN+K2e9Sp6dixIz788EOkpaU5Lf/ggw/Qvn17T6okIiKiGrg++FWvK3OTk5ORnJzstowkvT87O9ttHZXTT71793Z0aCrdddddWLZsGSZMmOD7Tk16ejrS0tLw448/4o477gAA7NixA88++6zjdgNERETkTM8Tha/PclmwYAEyMjK8q1zAk/R+V8LCwvC73/2u2ku277//fly4cKFGbfP43k+lpaV46qmn8OSTTwIAYmNjsXz5ckycONGTKomIiPyfjonC+fn5CAsLcyw2Kj/Nk/R+Vxo3boxJkyahpKQErVu3xsaNG3HLLbc4lXnsscdq1LYad2oqKirw5ptvYvTo0XjooYfw448/olGjRlWGjoiIiOg6Op5TExYW5tSpcScjI0Pz9j5ZWVlITEwUN6Om6f3X27Fjh7isVI07NQEBAXjooYfwzTffAABatmype6OIiIhIP2lpaRg/frzbMtK7YnuS3m8Uj6af+vTpg5ycHEf2CxEREWmrrfC9iIgIREREeLfhf/Mkvd8oHnVqpk+fjkcffRSnTp1CQkICGjdu7PT6zTffrEvjyDWz4BstKaNX2KlJsi3BxiT1KL3KmLUbpAQpTkqS8iv4ldkFd+SwWbXbXB4qaBAaa5Ywh2snBQOytGBJmyTvTbKPJPta8pmJPntJGcn/PqLfj3G/MQnJsUOv45TfqQeXdBcXF+PYsWOO57m5uThw4ACaN2/uuFxbK72/tnjUqRk3bhyAq8nC16vNG1oSERGRd/bv34+BAwc6nqenpwMAUlNTsXr1agBX+wEXLlzAokWLcPbsWcTHxzul99cWjzo1ubm5ereDiIjI/+kw/eTrkZoBAwZAKe2NTJ8+HdOnT/dtY2rIo05NZU/s8OHDyMvLQ1lZmeM1k8lU6z01IiKiOqkeTD/VZx51ao4fP47Ro0fj4MGDMJlMjh5d5aVcnH4iIiIio3l0Q8tHHnkEcXFx+OGHHxASEoJDhw5hz549SExMrHKzSCIiIvq3enBDy/rMo5Gaffv24eOPP0bLli1hNpthsVhw2223ITMzEw8//DBycnL0bicREVG9V1uXdDcUHo3U2Gw2R4JwREQEzpw5A+DquTZHjhzRr3VEREREQh6N1MTHx+Orr75C+/bt0adPHyxZsgRBQUFYsWIF79JNREREtcKjTs38+fNRUlICAPjDH/6AESNGoF+/fmjRogXWrVunawPrEzMAs5vJTnevOcroNK6o17YEGXXCYDBBGcm4oU5l9Apgk4S9mXQK1qsQnX+v3WhbkPa2zMJz/e2C/Sh6b420yxga0KfTd0iv76vkt6HX71DymxcdO3Q68UOvbWmV8WjawhO8+smnPOrUDB061PHv9u3b4/Dhw/jpp5/QrFmzGt3MioiIqCHhOTW+5VGnxpXmzZvrVRURERFRjenWqSEiIiIBjrT4DDs1RERERuE5NT5l2LlRRERERL7EkRoiIiKD8ERh32KnhoiIyCicfvIpTj8RERGRX+BIjY7MJjvMJrt3degQIgVIQ7a0y1jM2u/HBO0UMrNZr4A+7TJKUAYWQT2CX4dd8HGbbIJguWDtegBB+JwgEM4sCLGTDm8rQSyVJBBPEqwn2Uei8L1AyWevz3cIku+9Tr8N0W9Ms4TsNy85dojarNPxTkLr2OztsVuK00++xU4NERGRUTj95FOcfiIiIiK/wJEaIiIio3CkxqfYqSEiIjIIz6nxLXZqiIiIjMKRGp/iOTVERETkFzhSQ0REZBSO1PgUOzVEREQG4Tk1vsVOjY7MJuU2lEoSWCUpE2C2adcjSGEThd3pFNBnM2vPdJokQX8W7fgwJSkjCFezBwpC6gR5XfYgyRFI0GbBZLGkzeYKQXOkB01J+J4kxFAUmicoI9jXolBFwbb0CugzWQTfe0kgniB8TxSmqVewnl7HMp22pVVGUgfVfX5zTs2JEycwefJkxMXFoVGjRujQoQMWLFiAsrIyt+tNmjQJJpPJ6XHrrbca1GoiImpQlE4PcslvRmq+/fZb2O12vPzyy+jYsSMOHTqEqVOnoqSkBM8884zbdYcNG4ZVq1Y5ngcFBfm6uURE1ABx+sm3/KZTM2zYMAwbNszxvH379jhy5AiWL1+u2amxWq2IiorydROJiIjIh/xm+smVwsJCNG/eXLPcrl270KpVK9x4442YOnUqCgoK3JYvLS1FUVGR04OIiEgTp598ym87Nd9//z1eeOEFTJs2zW255ORkvPnmm/j444/x7LPPIisrC3fccQdKS0urXSczMxPh4eGOR5s2bfRuPhER+SN2anyqzndqMjIyqpzIe/1j//79TuucOXMGw4YNw5gxYzBlyhS39Y8bNw533nkn4uPjkZKSgg8++ADfffcdNm/eXO06c+fORWFhoeORn5+vy3slIiIiz9X5c2rS0tIwfvx4t2ViY2Md/z5z5gwGDhyIpKQkrFixosbbi46ORrt27XD06NFqy1itVlit1hrXTUREDZsJoiQEzTrItTrfqYmIiEBERISo7OnTpzFw4EAkJCRg1apVMAuyUa534cIF5OfnIzo6usbrEhERucVEYZ+q850aqTNnzmDAgAFo27YtnnnmGfz444+O1669sqlLly7IzMzE6NGjUVxcjIyMDNxzzz2Ijo7GiRMn8Nvf/hYREREYPXp0jdtghh0WVB9uFSgImioVhObJQq20Q7YkZSyi8D1B8JVkWxbtTqjdLggGC9DelrILwu4CteuxSxLxRMF6gtA4Uaigdmvs2l9DXcP3lPZXWhjQp1OwniSgT/DZi4L1BN9Fk6Aei6CM6DcmCegz8PgiC83TrkdybHV3bAauHr+NwEu6fctvOjXbtm3DsWPHcOzYMbRu3drpNaX+8w04cuQICgsLAQAWiwUHDx7E66+/jp9//hnR0dEYOHAg1q1bh9DQUEPbT0RERN7xm07NpEmTMGnSJM1y13ZwGjVqhK1bt/qwVURERNfg9JNP+U2nhoiIqF5gp8Rn6vwl3UREREQSHKkhIiIyCE8U9i12aoiIiIzCc2p8itNPRERE5Bc4UkNERGQQTj/5Fjs1OjKblNswKbNgzDBQEDRVISgj2ZZFUI8kQMtm0Q6+sgnC7uwWQdidoB4o7TI2uyBoSxCsZxcEdimTdj2S8GtJzp89ULuM4GPXlaTdojIB2t9pyfsXBesJtgVBsJ5ZUI9F8L2XlBEF4gl+q7JQTn2OQQGSYD2dtqUV9CcJAtQFp598itNPRERE5Bc4UkNERGQQTj/5Fjs1RERERuH0k0+xU0NERGQUdmp8iufUEBERkV/gSA0REZFBeE6Nb7FTQ0REZBROP/kUp5+IiIjIL3CkRkeBJhsC3QStlZsFwVeCFDJRGZ22FSgI66qwC9ojCA+TBOIpwTdWCf6KUYKQNlFGnSBYTwnCzOwWQaig9kcBk6RMXQzfswgqsmh/sJKAPkk9omA9QYifWRJ2F6BdxiIK1pOE5gkCQHUK6BMdgwwsE6jx47BLfjw6MCkFk+QgpVEHucaRGiIiIqMonR71wD/+8Q907twZnTp1wquvvmrINjlSQ0RERLqqqKhAeno6du7cibCwMPTu3Rt33303mjdv7tPtcqSGiIjIIJVXP3n7qOv+9a9/oVu3brjhhhsQGhqK4cOHY+vWrT7fLjs1RERERqkH00979uxBSkoKYmJiYDKZsGnTJpflli1bhri4OAQHByMhIQGffPKJ47UzZ87ghhtucDxv3bo1Tp8+7duGg50aIiIiukZJSQl69OiBF198sdoy69atw6xZszBv3jzk5OSgX79+SE5ORl5eHgBAuTiZ2WQSXBDhJZ5TQ0REZBA9w/eKioqcllutVlitVu8qB5CcnIzk5GS3ZZ577jlMnjwZU6ZMAQAsXboUW7duxfLly5GZmYkbbrjBaWTm1KlT6NOnj9dt08KRGiIiIqPoOP3Upk0bhIeHOx6ZmZmGvIWysjJkZ2djyJAhTsuHDBmCvXv3AgB+9atf4dChQzh9+jQuXbqELVu2YOjQoT5vG0dqiIiIDKLnSE1+fj7CwsIcy/UYpZE4f/48bDYbIiMjnZZHRkbi3LlzAICAgAA8++yzGDhwIOx2O+bMmYMWLVr4vG3s1OjIbFIwu/m2WgRxboGCZLQKQZkgQRiVXWnPb0qC9SRhXZLfsBK0R696JCTTv3azIBCuQhLQJ9mYYP8IgvVMkv0jPehKqpIcwSVjxoJ9LQnWM0mC9QQhfrJgPUEgniA0L0gQ0Cf5HUrKWETHlwpBGUkgnj7HRMmx1d2xWfJ6XRQWFubUqXEnIyMDCxcudFsmKysLiYmJ4u1ff46MUspp2ciRIzFy5EhxfXpgp4aIiMgotXTvp7S0NIwfP95tmdjYWFFdERERsFgsjlGZSgUFBVVGb4zGTg0REZGBamNQKCIiAhEREbrUFRQUhISEBGzfvh2jR492LN++fTtGjRqlyzY8xU4NERERORQXF+PYsWOO57m5uThw4ACaN2+Otm3bAgDS09MxYcIEJCYmIikpCStWrEBeXh6mTZtWW80GwE4NERGRcZSS3XVXqw4f2r9/PwYOHOh4np6eDgBITU3F6tWrAQDjxo3DhQsXsGjRIpw9exbx8fHYsmUL2rVr59O2aWGnhoiIyCB6Xv3kKwMGDHAZnne96dOnY/r06b5tTA0xp4aIiIj8AkdqiIiIjFJLVz81FOzUEBERGcRkv/rwtg5yjZ0aHQWabAg0VT+jV262aNZhgyDQS2nPGupVJkgSrCcJzROUsQu2ZdfpLxSTYFK6QpLh5+bzrqQkAX02QT2C8D1BBplu4YRiOoXvmQT70SQIsjMJAvokgXgBgkA8ST2SQLwASbCeWZ9QTslvPkCwrQDBtvQrIwnxc1+PXeN1qh/YqSEiIjIKp598yq9OFI6NjYXJZHJ6PPHEE27XUUohIyMDMTExaNSoEQYMGICvv/7aoBYTEVFDUnn1k7cPcs2vOjUAHNfMVz7mz5/vtvySJUvw3HPP4cUXX0RWVhaioqIwePBgXLp0yaAWExFRg1GZU+Ptg1zyu05NaGgooqKiHI8mTZpUW1YphaVLl2LevHm4++67ER8fj9deew2//PIL3nrrLQNbTURERN7yu07N008/jRYtWqBnz5546qmnUFZWVm3Z3NxcnDt3DkOGDHEss1qt6N+/P/bu3VvteqWlpSgqKnJ6EBERaeH0k2/51YnCjzzyCHr37o1mzZrhX//6F+bOnYvc3Fy8+uqrLstX3mH0+ruKRkZG4uTJk9VuJzMzU/MW7kRERFXwRGGfqvMjNRkZGVVO/r3+sX//fgDA7Nmz0b9/f9x8882YMmUKXnrpJaxcuRIXLlxwuw2TyfkSV6VUlWXXmjt3LgoLCx2P/Px8798oEREReaXOj9SkpaVh/PjxbsvExsa6XH7rrbcCAI4dO4YWLVpUeT0qKgrA1RGb6Ohox/KCgoIqozfXslqtsFqtWk0nIiJyUh/u/VSf1flOTUREBCIiIjxaNycnBwCcOizXiouLQ1RUFLZv345evXoBAMrKyrB79248/fTTNd5egEb4nlb4EwDY3YwQVaowaYf4VQgiJ+2CUCu7KDTP4DA3DWZBc6o/0+o/BB8FzIJAOJugQUoQCCcKOayD4XuSoENBhqGwHu0dYNEpfM8iCbsTBPRJgvWsojIVmmUkQX9BZu16JCF+gYJjkKyMZFvel7EZFb5XD+7SXZ/V+eknqX379uH555/HgQMHkJubi3feeQcPPvggRo4cibZt2zrKdenSBRs3bgRwddpp1qxZ+OMf/4iNGzfi0KFDmDRpEkJCQnDffffV1lshIiIiD9T5kRopq9WKdevWYeHChSgtLUW7du0wdepUzJkzx6nckSNHUFhY6Hg+Z84cXL58GdOnT8fFixfRp08fbNu2DaGhoUa/BSIi8nOcfvItv+nU9O7dG59//rlmOXXdsJ3JZEJGRgYyMjJ81DIiIqJ/49VPPuU3009ERETUsPnNSA0REVFdx+kn32KnhoiIyCh2dfXhbR3kEjs1RERERuE5NT7Fc2qIiIjIL3CkRkeBZhsC3QStBUMQZCcJuzOXa5eRbEuv9hgc5qbFLAlpE5SpsGn3+SvM2mUsFu0ydrsgLNEuCN+TBPQZ/FeeJMRQ8nlIgg5lZbT3dYCkjCCgTxJ2FyjYVp0L1hOUkbTZKjiWSYL1giX1aLx3m+A96cEEHc6p0aUl/omdGiIiIqMwUdinOP1EREREfoEjNURERAbhJd2+xU4NERGRUXj1k09x+omIiIj8AkdqiIiIDGJSCiYvT/T1dn1/xk4NERGRUez/fnhbB7nE6SciIiLyCxyp0VGwqQLBblKR7CbtPqRVEI5lE/RFgyCop46F5unFZLJolxHUYxGEolls2tuyCYL1bHbtz1Qy4CwL3zP2c5cE64nKCLYl+swEAX0BgiA7i6DNskA8QdidTsF6wZJAPEEZWYifdhlJyKHkmCgK6DNp1KP1uk44/eRb7NQQEREZhVc/+RQ7NUREREZhorBP8ZwaIiIi8gscqSEiIjIIE4V9i50aIiIio3D6yac4/URERER+gSM1REREBjHZrz68rYNcY6eGiIjIKJx+8il2anQUYKpAoJuEMKtZOz7MprRnBIPN5Zpl7IKANbugPUYyC85+k5Qx2QThaoLQr3JBsJ4kgE0ScigJxJME9Nnr6bFO8lWUBOtJQvwkn5nk+yEJxLMI/qQO0ilYTxLip1ewnm6BeIJjmaQeq6ge922uMCh8j3yLnRoiIiKjMHzPp9ipISIiMghvk+BbvPqJiIiI/AJHaoiIiIzCE4V9ip0aIiIioygA3l6SzT5NtdipISIiMgjPqfEtnlNDREREfoEjNUREREZR0OGcGl1a4pfYqdFRsLkcwebqv22S8DRJGJVkPtZmrn+DcHqF7wUIwrrK7NpffUlwmiQssULwuUvC90SBipKgP80S+pJEPOoWvKhTsJ7ks5fUIwmyk9Wj/Z0OFJTRK1hPtzKCwDu9Avq06lGC9uqCJwr7VP37n4+IiIjIBY7UEBERGcUO2fClVh3kkt+M1OzatQsmk8nlIysrq9r1Jk2aVKX8rbfeamDLiYiooai8+snbB7nmN52avn374uzZs06PKVOmIDY2FomJiW7XHTZsmNN6W7ZsMajVRERE/mn06NFo1qwZfvOb3xi2Tb+ZfgoKCkJUVJTjeXl5Od577z2kpaXBZHI/1me1Wp3WJSIi8okGdKLwww8/jAceeACvvfaaYdv0m5Ga67333ns4f/48Jk2apFl2165daNWqFW688UZMnToVBQUFvm8gERE1PJWdGm8f9cDAgQMRGhpq6Db9tlOzcuVKDB06FG3atHFbLjk5GW+++SY+/vhjPPvss8jKysIdd9yB0tLSatcpLS1FUVGR04OIiMgf7NmzBykpKYiJiYHJZMKmTZtcllu2bBni4uIQHByMhIQEfPLJJ8Y21IU636nJyMio9gTgysf+/fud1jl16hS2bt2KyZMna9Y/btw43HnnnYiPj0dKSgo++OADfPfdd9i8eXO162RmZiI8PNzx0Oo4ERERAagXIzUlJSXo0aMHXnzxxWrLrFu3DrNmzcK8efOQk5ODfv36ITk5GXl5eT5tm5Y6f05NWloaxo8f77ZMbGys0/NVq1ahRYsWGDlyZI23Fx0djXbt2uHo0aPVlpk7dy7S09Mdz4uKitCmTRtYTRUIdhP+ZTMJ+pA6dTPtXl8zKCcJRbNIwtUEsXBmQShahckiqEd7W5J6JPtZEr4nCs2ThO8J2iPZlp5EwXqCz14SrCcKZxSE3UnaEyAKu9MuI6knUPC9t1q0w+Mk4XuSIDtJsJ4kNE9Sxiqpx+R9GbvgfetCx0u6r58lsFqtsFqtXlZ+dQYjOTnZbZnnnnsOkydPxpQpUwAAS5cuxdatW7F8+XJkZmZ63QZP1flOTUREBCIiIsTllVJYtWoVJk6ciMDAwBpv78KFC8jPz0d0dHS1ZfT64hARUcOi5w0tr58lWLBgATIyMryqW6KsrAzZ2dl44oknnJYPGTIEe/fu9fn23anz00819fHHHyM3N7faqacuXbpg48aNAIDi4mI89thj2LdvH06cOIFdu3YhJSUFERERGD16tJHNJiIiqpH8/HwUFhY6HnPnzjVku+fPn4fNZkNkZKTT8sjISJw7d87xfOjQoRgzZgy2bNmC1q1bu82M00udH6mpqZUrV6Jv37646aabXL5+5MgRFBYWAgAsFgsOHjyI119/HT///DOio6MxcOBArFu3zvAztomIqAHQ8ZLusLAwhIWFiVbJyMjAwoUL3ZbJysrSzHW71vVxKUopp2Vbt24V16UXv+vUvPXWW25fV9d8mRo1alQrO52IiBoouwIE535p1lFDnpyfWp2IiAhYLBanURkAKCgoqDJ6YzS/69QQERGRs5qen+pOUFAQEhISsH37dqdTNbZv345Ro0bpsg1PsVNDRERklHqQKFxcXIxjx445nufm5uLAgQNo3rw52rZtCwBIT0/HhAkTkJiYiKSkJKxYsQJ5eXmYNm2aT9umhZ0aIiIiw+iRM+PbTs3+/fsxcOBAx/PKCJPU1FSsXr0awNWMtwsXLmDRokU4e/Ys4uPjsWXLFrRr186nbdPCTg0RERE5DBgwwOn80+pMnz4d06dPN6BFcuzU6CjEVIoQs3Zgm1vaGVu6XYgvCRizCEK/rti184AsgjcmCjxT2m++QtBmSeBZhV37s6wQtMdulgT06RP0J1EXw/dE9egUiCcK6NPpOyQJzdMtfE8QUicJHhQF4pn0Cd/TK1ivsbn629pUCtEqY1T4Xj2YfqrP2KkhIiIyil3B6+kjD65+aij8LnyPiIiIGiaO1BARERlF2a8+vK2DXGKnhoiIyCg8p8an2KkhIiIyCs+p8SmeU0NERER+gSM1RERERuH0k0+xU0NERGQUBR06Nbq0xC+xU6OjEHMpGrsJ37MLZvtskhlBAwP6JNsym7V/YaWCr5ooFE0JAvEkgWc6hfiVS8L3RAF92sFfkvA9o4P19CL57CXhe6J6BJ+rkaF5snr0KWM1a4fmSeoxMlhPsi1JGc2APsHnQHUfOzVERERG4fSTT7FTQ0REZBS7HbLhdq06yBVe/URERER+gSM1RERERuH0k0+xU0NERGQUdmp8itNPRERE5Bc4UkNERGQU3ibBp9ipISIiMohSdigv77Lt7fr+jJ0aHYWbr6CJ2fczehbJ5YA6BfRJgspK7YGaZSyCeq4I6jEL5pIl+ydA8OYl4XtWQSBeuV07MFCv0DxJQF9dJAnWE9UjCN8LFISsSdojCc0TfRfNkjBAfQLxZAF9+tQjCdbTDMSD7H2Fmi9rlmmqUUbyOehCKe9HWnhOTbV4Tg0RERH5BY7UEBERGUXpcE4NR2qqxU4NERGRUex2QDC17RbPqakWp5+IiIjIL3CkhoiIyCicfvIpdmqIiIgMoux2KC+nn3hJd/U4/URERER+gSM1RERERuH0k0+xU6OjXtYghFmrH/zKLtUOiJIwi5L1tFkEQ5iSQDyLWfsHdkVpf9UkgWflSjvIrtykT9idXvUECQIZJfXYlaAePw7fkwRBSsL3JIF4ohA/QQCdXvWIypgrNMsEm7TLBArKSALxJOF7IYLwPUlAn1awHgAkWIPcvl5UZtCUjl0Bgu+FW+zUVIvTT0REROQXOFJDRERkFKUgu4+NVh3kCjs1REREBlF2BeXl9JNip6Za9Wb66amnnkLfvn0REhKCpk2buiyTl5eHlJQUNG7cGBEREXj44YdRVlbmtt7S0lLMnDkTERERaNy4MUaOHIlTp0754B0QEVGDp+z6PMiletOpKSsrw5gxY/DQQw+5fN1ms+HOO+9ESUkJPv30U6xduxbr16/Ho48+6rbeWbNmYePGjVi7di0+/fRTFBcXY8SIEbDZtE/MIyIiorqj3kw/LVy4EACwevVql69v27YNhw8fRn5+PmJiYgAAzz77LCZNmoSnnnoKYWFhVdYpLCzEypUr8cYbb+C//uu/AABr1qxBmzZt8NFHH2Ho0KG+eTNERNQgcfrJt+rNSI2Wffv2IT4+3tGhAYChQ4eitLQU2dnZLtfJzs5GeXk5hgwZ4lgWExOD+Ph47N271+dtJiKiBobTTz5Vb0ZqtJw7dw6RkZFOy5o1a4agoCCcO3eu2nWCgoLQrFkzp+WRkZHVrgNcPQ+ntPQ/2QmFhYUAgKJi91+04lLtL2KJXXva6xdJGaVdplSQjXLFrl2mQvBHwxVBmXK7dqEKwY+5XFBGlFOjUz12wd8O+uXU1E+Sv670yqmR5DxJ6rHrlFMjqccmKWMWTJkLMmgqBGWUIBNH8r4gKSN4XwFm7c9UK4em8vjt61GQCpR7nb1XAe0MoIaqVjs1GRkZjmml6mRlZSExMVFUn8lU9T8GpZTL5e5orZOZmemy3e16n6jRdoiIqG65cOECwsPDda83KCgIUVFR+PTcFl3qi4qKQlCQ+0DBhqhWOzVpaWkYP3682zKxsbGiuqKiovDPf/7TadnFixdRXl5eZQTn2nXKyspw8eJFp9GagoIC9O3bt9ptzZ07F+np6Y7nP//8M9q1a4e8vDyf/Bh8paioCG3atEF+fr7Lc47qqvrabqD+tp3tNhbbbbzCwkK0bdsWzZs390n9wcHByM3N1bwiVyooKAjBwcG61OVParVTExERgYiICF3qSkpKwlNPPYWzZ88iOjoawNWTh61WKxISElyuk5CQgMDAQGzfvh1jx44FAJw9exaHDh3CkiVLqt2W1WqF1Wqtsjw8PLze/ZABICwsjO02WH1tO9ttLLbbeGbBbU08FRwczI6Ij9WbE4Xz8vJw4MAB5OXlwWaz4cCBAzhw4ACKi4sBAEOGDEHXrl0xYcIE5OTkYMeOHXjssccwdepUx4/r9OnT6NKlC/71r38BuNoJmTx5Mh599FHs2LEDOTk5+J//+R90797dcTUUERER1Q/15kTh3//+93jttdccz3v16gUA2LlzJwYMGACLxYLNmzdj+vTp+PWvf41GjRrhvvvuwzPPPONYp7y8HEeOHMEvv/ziWPb8888jICAAY8eOxeXLlzFo0CCsXr0aFov2zQyJiIio7qg3nZrVq1dXm1FTqW3btvjHP/5R7euxsbFVzmwPDg7GCy+8gBdeeMHjtlmtVixYsMDllFRdxnYbr762ne02FtttvPrcdvoPk2KKDxEREfmBenNODREREZE77NQQERGRX2CnhoiIiPwCOzVERETkF9ipEXjqqafQt29fhISEoGnTpi7L5OXlISUlBY0bN0ZERAQefvhhzeTI0tJSzJw5ExEREWjcuDFGjhyJU6dO+eAdXLVr1y6YTCaXj6ysrGrXmzRpUpXyt956q8/a6UpsbGyVNjzxxBNu11FKISMjAzExMWjUqBEGDBiAr7/+2qAWAydOnMDkyZMRFxeHRo0aoUOHDliwYIHm96K29veyZcsQFxeH4OBgJCQk4JNPPnFbfvfu3UhISEBwcDDat2+Pl156yedtvFZmZiZuueUWhIaGolWrVrjrrrtw5MgRt+tU9xv49ttvDWr11dvDXL/9qKgot+vU9r4GXP8GTSYTZsyY4bJ8be7rPXv2ICUlBTExMTCZTNi0aZPT654eG9avX4+uXbvCarWia9eu2Lhxo4/eAXmKnRqBsrIyjBkzBg899JDL1202G+68806UlJTg008/xdq1a7F+/Xo8+uijbuudNWsWNm7ciLVr1+LTTz9FcXExRowYAZtNcJM3D/Tt2xdnz551ekyZMgWxsbGa99caNmyY03pbtuhz/5KaWLRokVMb5s+f77b8kiVL8Nxzz+HFF19EVlYWoqKiMHjwYFy6dMmQ9n777bew2+14+eWX8fXXX+P555/HSy+9hN/+9rea6xq9v9etW4dZs2Zh3rx5yMnJQb9+/ZCcnIy8vDyX5XNzczF8+HD069cPOTk5+O1vf4uHH34Y69ev92k7r7V7927MmDEDn3/+ObZv346KigoMGTIEJSUlmuseOXLEaf926tTJgBb/R7du3Zy2f/DgwWrL1oV9DVy9D9+1bd6+fTsAYMyYMW7Xq419XVJSgh49euDFF190+bonx4Z9+/Zh3LhxmDBhAr788ktMmDABY8eOrXJ7HqplisRWrVqlwsPDqyzfsmWLMpvN6vTp045lb7/9trJaraqwsNBlXT///LMKDAxUa9eudSw7ffq0MpvN6sMPP9S97a6UlZWpVq1aqUWLFrktl5qaqkaNGmVIm6rTrl079fzzz4vL2+12FRUVpRYvXuxYduXKFRUeHq5eeuklH7RQZsmSJSouLs5tmdrY37/61a/UtGnTnJZ16dJFPfHEEy7Lz5kzR3Xp0sVp2YMPPqhuvfVWn7VRS0FBgQKgdu/eXW2ZnTt3KgDq4sWLxjXsOgsWLFA9evQQl6+L+1oppR555BHVoUMHZbfbXb5eF/a1UkoBUBs3bnQ89/TYMHbsWDVs2DCnZUOHDlXjx4/Xvc3kOY7U6GDfvn2Ij49HTEyMY9nQoUNRWlqK7Oxsl+tkZ2ejvLwcQ4YMcSyLiYlBfHw89u7d6/M2A8B7772H8+fPY9KkSZpld+3ahVatWuHGG2/E1KlTUVBQ4PsGXufpp59GixYt0LNnTzz11FNup3Fyc3Nx7tw5p/1rtVrRv39/w/avK4WFhaIb5hm5v8vKypCdne20r4Crtx6pbl/t27evSvmhQ4di//79KC8v91lb3SksLAQA0f7t1asXoqOjMWjQIOzcudPXTavi6NGjiImJQVxcHMaPH4/jx49XW7Yu7uuysjKsWbMGDzzwAEwmk9uytb2vr+fpsaG6z6E2jydUFTs1Ojh37lyVO4E3a9YMQUFBOHfuXLXrBAUFOd0dHAAiIyOrXUdvK1euxNChQ9GmTRu35ZKTk/Hmm2/i448/xrPPPousrCzccccdKC0tNaSdAPDII49g7dq12LlzJ9LS0rB06VJMnz692vKV+/D6z8XI/Xu977//Hi+88AKmTZvmtpzR+/v8+fOw2Ww12leuvvORkZGoqKjA+fPnfdJOd5RSSE9Px2233Yb4+Phqy0VHR2PFihVYv349NmzYgM6dO2PQoEHYs2ePYW3t06cPXn/9dWzduhWvvPIKzp07h759++LChQsuy9e1fQ0AmzZtws8//+z2D6K6sK9d8fTYUN3nUFvHE3Kt3twmQW8ZGRlYuHCh2zJZWVma55pUcvXXilJK868YPdbx5L2cOnUKW7duxTvvvKNZ/7hx4xz/jo+PR2JiItq1a4fNmzfj7rvvrlFbPW337NmzHctuvvlmNGvWDL/5zW8cozfVuX5ferJ/vWl3pTNnzmDYsGEYM2YMpkyZ4nZdX+1vLTXdV67Ku1puhLS0NHz11Vf49NNP3Zbr3LkzOnfu7HielJSE/Px8PPPMM7j99tt93UwAVzutlbp3746kpCR06NABr732GtLT012uU5f2NXD1D6Lk5GSn0enr1YV97Y4nxwZfHE9IXw22U5OWlobx48e7LRMbGyuqKyoqqsrJYhcvXkR5eXmVnv2165SVleHixYtOozUFBQXo27evaLuVPHkvq1atQosWLTBy5MgabQu4+hdYu3btcPTo0Rqvey1vPoPKq4GOHTvmslNTeTXJuXPnEB0d7VheUFBQ7WciVdN2nzlzBgMHDkRSUhJWrFhR4+3ptb+rExERAYvFUuUvTnf7KioqymX5gIAAt51MX5g5cybee+897NmzB61bt67x+rfeeivWrFnjg5bJNG7cGN27d6/2861L+xoATp48iY8++ggbNmyo8bq1va8Bz48N1X0O3h5PSF8NtlMTERGBiIgIXepKSkrCU089hbNnzzp+JNu2bYPVakVCQoLLdRISEhAYGIjt27dj7NixAICzZ8/i0KFDWLJkSY22X9P3opTCqlWrMHHiRAQGBtZoWwBw4cIF5OfnOx0QPOHNZ5CTkwMA1bYhLi4OUVFR2L59u+OO7mVlZdi9ezeefvppzxr8bzVp9+nTpzFw4EAkJCRg1apVMJtrPuOr1/6uTlBQEBISErB9+3aMHj3asXz79u0YNWqUy3WSkpLw/vvvOy3btm0bEhMTPfpOeUIphZkzZ2Ljxo3YtWsX4uLiPKonJyfHZ/tWorS0FN988w369evn8vW6sK+vtWrVKrRq1Qp33nlnjdet7X0NeH5sSEpKwvbt251Gjbdt21bjP0LJx2rpBOV65eTJkyonJ0ctXLhQNWnSROXk5KicnBx16dIlpZRSFRUVKj4+Xg0aNEh98cUX6qOPPlKtW7dWaWlpjjpOnTqlOnfurP75z386lk2bNk21bt1affTRR+qLL75Qd9xxh+rRo4eqqKjw6fv56KOPFAB1+PBhl6937txZbdiwQSml1KVLl9Sjjz6q9u7dq3Jzc9XOnTtVUlKSuuGGG1RRUZFP21lp79696rnnnlM5OTnq+PHjat26dSomJkaNHDmy2nYrpdTixYtVeHi42rBhgzp48KC69957VXR0tGHtPn36tOrYsaO644471KlTp9TZs2cdj+raXVv7e+3atSowMFCtXLlSHT58WM2aNUs1btxYnThxQiml1BNPPKEmTJjgKH/8+HEVEhKiZs+erQ4fPqxWrlypAgMD1bvvvuuzNl7voYceUuHh4WrXrl1O+/aXX35xlLm+3c8//7zauHGj+u6779ShQ4fUE088oQCo9evXG9buRx99VO3atUsdP35cff7552rEiBEqNDS0Tu/rSjabTbVt21Y9/vjjVV6rS/v60qVLjuM0AMfx4+TJk0op2bFhwoQJTlf/ffbZZ8pisajFixerb775Ri1evFgFBASozz//3Ofvh+TYqRFITU1VAKo8du7c6Shz8uRJdeedd6pGjRqp5s2bq7S0NHXlyhXH67m5uVXWuXz5skpLS1PNmzdXjRo1UiNGjFB5eXk+fz/33nuv6tu3b7WvA1CrVq1SSin1yy+/qCFDhqiWLVuqwMBA1bZtW5WammpIOytlZ2erPn36qPDwcBUcHKw6d+6sFixYoEpKSqptt1JXL91csGCBioqKUlarVd1+++3q4MGDhrV71apVLr831/8tUVf291/+8hfVrl07FRQUpHr37u10aXRqaqrq37+/U/ldu3apXr16qaCgIBUbG6uWL1/u8zZeq7p9e+134Pp2P/3006pDhw4qODhYNWvWTN12221q8+bNhrZ73LhxKjo6WgUGBqqYmBh19913q6+//rraNitV+/u60tatWxUAdeTIkSqv1aV9XXk5+fWP1NRUpZTs2NC/f39H+Up/+9vfVOfOnVVgYKDq0qWLoZ1hkjEp9e8zzoiIiIjqMV7STURERH6BnRoiIiLyC+zUEBERkV9gp4aIiIj8Ajs1RERE5BfYqSEiIiK/wE4NERER+QV2aojIJzIyMtCzZ8/abgYRNSAM3yMinyguLkZpaWmt3HSRiBomdmqIGrjy8vJauTEiEZHeOP1E5Gc+/PBD3HbbbWjatClatGiBESNG4PvvvwcAnDhxAiaTCe+88w4GDBiA4OBgrFmzBgDw17/+Fd26dYPVakV0dDTS0tIcdZpMJrz88ssYMWIEQkJCcNNNN2Hfvn04duwYBgwYgMaNGyMpKcmxHaDq9NOkSZNw11134ZlnnkF0dDRatGiBGTNmoLy83JgdQ0R+j50aIj9TUlKC9PR0ZGVlYceOHTCbzRg9ejTsdrujzOOPP46HH34Y33zzDYYOHYrly5djxowZ+N///V8cPHgQ7733Hjp27OhU75NPPomJEyfiwIED6NKlC+677z48+OCDmDt3Lvbv3w8ATh0hV3bu3Invv/8eO3fuxGuvvYbVq1dj9erVuu8DImqgavNumkTkewUFBQqAOnjwoONu8UuXLnUqExMTo+bNm1dtHQDU/PnzHc/37dunAKiVK1c6lr399tsqODjY8XzBggWqR48ejuepqamqXbt2qqKiwrFszJgxaty4cd68PSIiB47UEPmZ77//Hvfddx/at2+PsLAwxMXFAQDy8vIcZRITEx3/LigowJkzZzBo0CC39d58882Of0dGRgIAunfv7rTsypUrKCoqqraObt26wWKxOJ5HR0ejoKBA+M6IiNwLqO0GEJG+UlJS0KZNG7zyyiuIiYmB3W5HfHw8ysrKHGUaN27s+HejRo1E9V57MrHJZKp22bXTXO7qqFzHXXkioprgSA2RH7lw4QK++eYbzJ8/H4MGDcJNN92Eixcvul0nNDQUsbGx2LFjh0GtJCLyDY7UEPmRZs2aoUWLFlixYgWio6ORl5eHJ554QnO9jIwMTJs2Da1atUJycjIuXbqEzz77DDNnzjSg1URE+uBIDZEfMZvNWLt2LbKzsxEfH4/Zs2fjT3/6k+Z6qampWLp0KZYtW4Zu3bphxIgROHr0qAEtJiLSD8P3iIiIyC9wpIaIiIj8Ajs1RERE5BfYqSEiIiK/wE4NERER+QV2aoiIiMgvsFNDREREfoGdGiIiIvIL7NQQERGRX2CnhoiIiPwCOzVERETkF9ipISIiIr/ATg0RERH5hf8HUTKlofwqgL4AAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -536,12 +544,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -573,12 +581,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -609,12 +617,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -645,7 +653,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -657,7 +665,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -690,21 +698,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Average in inner radius: 72.77327173034696\n",
-      "Average in outer radius: 76.13979369407224\n",
-      "tSZ signal: -3.366521963725276\n"
+      "Average in inner radius: 34.094499441717765\n",
+      "Average in outer radius: 38.004125687960055\n",
+      "tSZ signal: -3.90962624624229\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -729,7 +737,7 @@
     "ax.add_patch(annulus_circle)\n",
     "plt.ylabel('arcmin')\n",
     "plt.xlabel('arcmin')\n",
-    "plt.title('$M_{200}$='+'{:.2E}'.format(Decimal(M200))+', z='+str(z)+', convolved signal map with noise')\n",
+    "plt.title('$M_{200}$='+'{:.2E}'.format(Decimal(M200))+', z='+str(z)+', convolved signal map')\n",
     "plt.show()\n"
    ]
   },
@@ -744,19 +752,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For more on overall sim generating functions see `demo_simulation.ipynb`.\n",
-    "\n",
-    "This code simulates 100 clusters using the previously defined `mdist` and `zdist`. You can change the number of simulated clusters by varying `nsources`, defined above."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#This simulates submaps for a distribution, and saves the data to a h5 file, and params to a yaml file\n",
-    "clusters = deepszsim.make_sz_cluster.simulate_T_submaps(mdist, zdist)"
+    "For more on overall sim generating functions see `demo_simulation.ipynb`.\n"
    ]
   },
   {
@@ -775,7 +771,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 36,
    "metadata": {
     "jp-MarkdownHeadingCollapsed": true
    },
@@ -784,12 +780,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "making 10 clusters uniformly sampled from 0.1<z<1.1, 1e13<M200<1e14\n"
+      "making 10 clusters uniformly sampled from0.1<z<1.1, and 4.0e+13<M200<1.0e+15\n"
      ]
     }
    ],
    "source": [
-    "cl = deepszsim.make_sz_cluster.simulate_clusters(num_halos=10)"
+    "cl = deepszsim.simclusters.simulate_clusters(num_halos=10)"
    ]
   },
   {
@@ -807,14 +803,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 72,
    "metadata": {
     "jp-MarkdownHeadingCollapsed": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -829,6 +825,73 @@
     "                                'arcmin','arcmin','Compton y',width=10,logNorm=True, extend=True)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = cl.get_T_maps()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['2979688376051',\n",
+       " '3125588559654',\n",
+       " '9294735570637',\n",
+       " '6732225016529',\n",
+       " '8844462214418',\n",
+       " '5334174384424',\n",
+       " '6937744241776',\n",
+       " '7572885838541',\n",
+       " '5533815920239',\n",
+       " '4877269054554']"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "k = list(cl.clusters.keys())\n",
+    "k"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can extract specific maps from specific simulated clusters. For example, the code below visualizes the `final_map` (beam convolved temperature map + CMB + noise) for the first simulated cluster (index 0). (To be able to access the maps, you must run `cl.get_T_maps()` first!)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "simulated_map = cl.clusters[k[0]]['maps']['final_map']\n",
+    "deepszsim.visualization.plot_graphs(simulated_map,'$M_{200}$='+ '{:.2E}'.format(Decimal(cl.clusters[k[0]]['params']['M200'])) + ', z=' + '{:.2}'.format(Decimal((cl.clusters[k[0]]['params']['redshift_z']))) + ', convolved CMB map with noise','arcmin','arcmin','$\\mu$K', width=10)\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -845,7 +908,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -865,34 +928,6 @@
     "    deepszsim.utils.save_sim_to_h5(f, f\"sim_{sim_id}\", data, overwrite=True)"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here is how to visualize the beam convolved CMB map of a simulated cluster:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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iwj4k0qtXL3z33XdYv349Zs6ciU6dOmH//v0oLy+3f5EHBQXhmWeesZcxadIkzJw5EwcOHEDHjh3xySef4NChQwgMDMSYMWPQq1cv/Pvf/8Y999yDiooKl+8DZ68x6N27t6b6O7u24Oeff8b27dvx8MMPNzim7Yy03OOPP46ysjLs2rXLPix03XXXITo6Gvfccw/uuusupKen2+O7deuGfv36uVxn3T/4c91///1ISEjA7NmzHea7aqg5U1FRgalTp+Khhx5CQkKC/ZbDuqGIkpIS+Pv71xvm0urZZ5/Fm2++icWLF2PkyJH2+U09jlFRUQ4N2Tp1Q5iRkZEuy2rq8nPmzMGzzz6LefPmYdq0aU7LT0pKQlJSEgDghhtuAADMmjULkyZNctoAaUhxcTGsVqvLYbvi4mIopRq8g6HuXDh/W6Oiohxe153H1dXV9nk9evTAlVdeiSVLluBPf/oTrFYrli5diptuusm+f5qy7saUX1RUhNraWrz22mt47bXXGizn9OnTKC4uhs1mQ1xcXL33G5p3vujoaAQGBiInJ0eMbYhOp8Pdd9+Nv/3tb6ipqUHnzp1x7bXXulzm/M/9yJEjcfToUTz22GP44x//qOnOmfPPU71ej8DAQIfGW938srIy++vMzEz8/e9/x1/+8hekp6cjIiICPj4+uO+++xzOgXOdvx/9/Pycfo7q1A3/rFu3DikpKbBYLBgyZAhOnjyJv/71r/b3rr76ahiNRnF7XdFyTruzvDvn+vLly/Hss8/i3XffxdNPP43g4GCMHTsWL774IuLi4jSf5y2BVxsu544l9u7dG6+++iri4uLw5JNPAvi9V8bZL9DffvsN1dXV6NixIw4cOIDg4GCHseSePXvil19+AQDxfeBsD8TgwYM11T8nJwfJycn15i9evBgAGuwFcUVabteuXejevXu9f/J1t0zv2bPHoeGiRUhISL3GTUhICKKiosRGjxanT5/GyZMn8fLLL+Pll1+u935ERARuuukmfPLJJ40uOzs7G08//TSysrLq/Qpt6nHs2bMnPvroI9TW1jo0aOouLkxNTXVZVlOWnzNnDrKyspCVlYUnnnhCU53rXHXVVXjzzTdx+PDhRjVcIiMj4evri2PHjjmNqfunc+LEiXrv1V1HEB0d3aj61rn77rsxZcoU/Prrrzh8+DBOnDiBu+++22Pr1lJ+3S/aqVOnNlhGXb4VnU5nT8lwrobmnc/X1xdDhw7Fl19+iWPHjjXp+q6MjAw888wzePPNNzFv3rxGLw+c/ZX/9ddfY//+/bjqqquaVIYWS5cuxV133YXnnnvOYf7p06edNpgKCgrQtm1b++va2loUFRXV+4d/rnbt2qFz585Yt24dkpOT0a9fP4SHh2Po0KGYMmUKfvjhB2zdurVZXMPhzrkeHR2NhQsXYuHChcjNzcWnn36Kxx9/HIWFhfjqq680n+ctgVcaLqWlpTh8+DBuvfVW+7zrr78ehw8fxqRJk+w5Cn788UenF+ZWVVVh4sSJeOqppxAcHIyKigqEhoY6xISGhtpblNL7QMM9EM401ANhMpmwdOlSXHXVVeI/ucYul5CQgD179qCiosKhS3HLli0A4JGLXj0tLi6uwS7f559/Hhs3bsSXX37ZpH9+X331FSZPnox77rmnXs8Q0PTjOHbsWLzzzjtYsWKFwwWQ7733HhISEtC/f3+XZTV2+b/+9a/IysrCU0891eB2SNavXw8fHx906NChUcsZjUakp6fjn//8J+bNm9fgMQgKCkL//v2xcuVKLFiwwP7L1WazYenSpfZ/Hk1x5513IjMzE9nZ2Th8+DDatm2L4cOHe2zdUvmBgYEYPHgwdu7cicsvv9zlHXlXXXUVVq5ciZdeesne41BeXo7PPvtM07bOmjULX3zxBSZPnox///vf9dZlsVjw1VdfOR16atu2Lf785z/jt99+w6RJkzSt83y7du0CgEY1bptCp9PV6y1evXo1jh8/jk6dOjW4zAcffODww/Tjjz9GbW1tvfw15/vDH/6Ajz/+GImJiRg1ahQAoHPnzkhKSsIzzzwDi8Xi8sLcOo3tQfE0T33OkpKSMG3aNHzzzTf47rvvADTuPG/uvNJw+fHHH6GUcuhxGTZsGIYNG1YvrmPHjvVuAbZYLLj99tvRvXt3+6/U4OBgh25LACgrK7P/k5feBxrugWiMTz75BGfOnHHaa7Jx40YMHToUzzzzjMOQl7QcAMyYMQM333wzhg0bhpkzZyI6Ohpbt27F/Pnz0b17d4fxZ+BsD0xDdz917NjRI19gX375JSorK1FeXg7g7NXr//rXvwCcHcao61pu6AsoOzsbvr6+9d7T6XRIT093md03JycH48aNQ4cOHXD33XfXG6Pt06dPk4/j9ddfj2HDhuHBBx9EWVkZOnXqhI8++ghfffUVli5dCl9fX3tsQ8eyMcu//PLLeOaZZzBy5EiMGjWq3nYMGDDA/vef/vQnhIaG4qqrrkJsbCxOnz6Nf/7zn1i+fDn+/Oc/OxxPLfsQOJvc8ZprrkH//v3x+OOPo1OnTjh58iQ+/fRTvPXWWwgJCcH8+fMxbNgwDB48GI8++ij0ej0WLVqEPXv24KOPPmryNUvh4eEYO3YssrOzUVJSgkcffRQ+Po6X17mzbi3l/7//9/9wzTXX4Nprr8WDDz6I5ORklJeX4+DBg/jss8/w7bffAjjbuBw5ciSGDRuGRx55BFarFS+88AKCgoIcMt46k5aWhjfeeANTpkxB37598eCDD6JHjx6wWCzYuXMn3n77baSmprq8Zub5558X11Pn3M99UVERVq5cibVr12Ls2LEX/Nf1jTfeiOzsbHTt2hWXX345duzYgZdeesnlj6qVK1fCz88Pw4YNwy+//IKnn34avXr1wu233+5yXUOHDsWiRYtw+vRpLFy40GH+kiVLEBERoSlpac+ePQGcPR8mTZoEf39/dOnSRdsGe0hTzvXS0lIMHjwYEyZMQNeuXRESEoJt27bhq6++wi233GKP03qeN3veuAJ4wYIFCoDav3+/y7iIiAh1++23O8yzWq1q/PjxasyYMQ53u5SXlyt/f3+Vl5dnnzdo0CC1ePFiTe97wrBhw1RQUJAqKytr8P26uwTOvwNHWq7Ot99+q4YPH67i4uKU0WhUnTt3Vo888og6ffq0PcbVXUUA1DvvvONyHVoS0CmlVPv27Zt0x5VSDd9VVF5erukODOmOIXcTkZWXl6vp06eruLg4pdfr1eWXX97gXV7OjqXW5dPT011ux7n+8Y9/qGuvvVZFR0crPz8/FR4ertLT09X//u//1lu3ln1YZ+/evWrcuHEqKipK6fV6lZSUpDIyMhwSpf3nP/9RQ4YMUUFBQcpoNKoBAwaozz77zKEcZ8m6XCWHq7ur0NX3gJZ1O1uHlvJzcnLUPffco9q2bav8/f1VTEyMGjhwoHr22Wcd4j799FN1+eWX2/fR888/rzkBXZ1du3apSZMmqaSkJKXX61VQUJDq06ePeuaZZxzu7NKaQFLLXUVhYWGqd+/e6pVXXmkw+d35nB1HZ3cBpqenqx49ethfFxcXq3vvvVe1adNGBQYGqmuuuUb95z//Uenp6Q51PXddO3bsUKNHj1bBwcEqJCRE3XnnnQ0mZzxfcXGx8vHxUUFBQcpsNtvn192V1NDdTs7OlVmzZqmEhATl4+OjAKj169c36ZxuaPu0Lt/Yc72mpkY98MAD6vLLL1ehoaHKaDSqLl26qNmzZ6vKykqH5bSe582ZTimlPNgO8rjJkyfjwIED+Oqrr+pdLFaXNOm1117DN998g4kTJ+LAgQP2rnDpfbp4vvjiC9x444346aef7L+CqHG4D6m5yMrKwpw5c3Dq1Cl+/5LbvPqsosY6evQo3n33XQQEBDic7F9++SWuvfZaLFq0CJMmTUJUVBTatm2L5cuXO8RJ79PFs379eowfP57/cN3AfUhErdEl3+NCRETNG3tcyJPYcCEiIqJmw6sPWXTXpk2bMHr0aCQkJECn09XLB6KUQlZWFhISEmA0GjFo0CCHvC3OrFixAt27d4fBYED37t3rPXKeiIiILg3NquFSWVmJXr16OU1n/eKLL+KVV17B66+/jm3btiEuLg7Dhg2z38LbkC1btuCOO+7AxIkT8dNPP2HixIm4/fbbxScDExERkfc126EinU6HVatW4eabbwZwtrclISEBM2bMsD9B12QyITY2Fi+88ALuv//+Bsu54447UFZWhi+//NI+b+TIkYiIiHB4xDwRERFdfJf0XUWNkZOTg4KCAoeMmQaDAenp6fj++++dNly2bNlS77HjI0aMcEhydD6TyQSTyWR/bbPZcObMGURFRV2QBwsSEdGFpZRCeXk5EhIS6iUw9JSamhr7s9vcpdfr66UIaS1aTMOl7lkisbGxDvNjY2Mdnmja0HINLePq2STz589vFs/FICKixsnLy7sgj1SpqalBSvtgFBRaPVJeXFwccnJyWmXjpcU0XOqc3+OhlBJ7QRq7zKxZs5CZmWl/XVpaiqSkJHT9x3T4Bjp/QrSfr81lPQDAVOsrxlSWyyeqrlh+ToUt1CLG6APlXwf+/vJ2VZ4OFGN8KuVt18WYxJjg4Boxpux4qBjjVyH/6rImyOtSpfKxUEH1H9dwPv8A+XhZSuRzw6dGw69JjT84dVHy8bBpOBfjOspPrT1RECHG6IPk+lg1fMb8/OV/Lj3i5Acv7joi/wPUG+XjaqqUnzzfLk5+JMEVUXlizEmT/NnIr9QQczpcjNHp5CsVerbLF2MCfeXvqV2FbV2+b60y4cC9/8/+7DxPM5vNKCi04uiOZISGuNejU1ZuQ/u+R2A2m9lwac7qHpdeUFDg8MjwwsLCej0q5y93fu+KtIzBYKj3cDEA8A00uGy4+GpouPhq+FL1qdXQcKnW8IAto7wu30D5A+ar4Uvex6jhH6pVQ8MlUB6K8w2Uvww11adW3nYlt8egzBoaLka54eKj4Xj5mDRsl5ZWidaGi4bjgRp5+/2C5H/MWo6Zr4b6KA2fMS3ntH+QvF0+gRrqrOW42uT9o2UfGoL9xRh/Pw3HCxqOV5WG7ykNDRct+1mv4T+Zb4VcZ6D+D1lPCw7RITjEvXXY0LovSWhWdxW5kpKSgri4OKxdu9Y+z2w2Y+PGjRg4cKDT5dLS0hyWAYA1a9a4XIaIiKgprMrmkak1a1Y9LhUVFTh48KD9dU5ODnbt2oXIyEgkJSVhxowZeO6553DZZZfhsssuw3PPPYfAwEBMmDDBvsxdd92Ftm3bYv78+QCAhx9+GNdddx1eeOEF3HTTTfj3v/+NdevWYfPmzV7fPiIiatlsULDBvZt53V2+uWtWDZft27dj8ODB9td115lMmjQJ2dnZeOyxx1BdXY0pU6aguLgY/fv3x5o1axzGLHNzcx2uGB84cCCWLVuGp556Ck8//TQ6duyI5cuXo3///t7bMCIiItKkWTVcBg0aBFdpZ3Q6HbKyspCVleU0ZsOGDfXm3Xbbbbjttts8UEMiIiLnbLDB3YEe90to3ppVw4WIiKg5syoFq5t5X91dvrlrMRfnEhERUcvHHhcPigqqhJ+LfBy1NrmdaKqV769tF1ssxuT7hosxWnK9WAvlGFOkfCuvr4Y8JVYf+VeE7wn5lsbSGPlWQZ1Fjkm44oQYc3xXvBhjKJLXZfOTb4m1GeRjEVCrYV3+8n4O0FBnADCfMcrr08vrO3E6TIzx0XCLcq2GW52t5fItwbpiebt2WV3nBQEAm4Z11Sh5X/tpyOHj6yMPHxwobyPGHDoTJcZ0iS4UY/xi5foMjtkv16cqRow5ZQoWY2pqXB8LW41nEsNJeHGu+9hwISIi8hIbFKxsuLiFQ0VERETUbLDHhYiIyEs4VOQ+NlyIiIi8hHcVuY9DRURERNRssMeFiIjIS2z/ndwtozVjw4WIiMhLrB64q8jd5Zs7NlyIiIi8xKrOTu6W0Zqx4eJFZyrl5HIWi3xIynVyEjZbkZysDKFyUjgVIXdK9mhbIMb8sq+dGONXKm97baicJCro1wAxpjpO3q7C/ySIMYF95WSAalOEGKMvlb+JSrvKMYHH5WRmNUFiCKritX0z+pjlGJuGbxmfY/Ix02noHw8skLe/KkHetqhecoK1guPycdUFy58xnU6uT/sY+Tw7XSEf2JySaDEmIrJCjNnxSwcxJjy+TIx5v+gqMaZfuzwxxlQrn2T9El2XY6k0I0cshS4FbLgQERF5Ca9xcR8bLkRERF5igw5WaHukhqsyWjPeDk1ERETNBntciIiIvMSmzk7ultGaseFCRETkJVYPDBW5u3xzx6EiIiIiajbY40JEROQl7HFxHxsuREREXmJTOtiUm3cVubl8c8eGiwf56mzwdZEly1LrK5ZRUyonlzO2kbN+KX/56i1dmXz4rQY5Y8Avh9uKMbDJHzRrrEmM0ZJcziqHQF8sj5LWBsn70E9DcrmK9hqyLvjI6wo4KZ8/le3kdYUclre9Ok7b1X/mthY5yCSvT39G3jZ0qhRDSiM1HHxfeduKSoLlYgLl5HJWk7xd4VHydpWb5O8Fi1Vel4+/fH6cOR0ixnS67IQY0y1MTkz52fY+YsypKPlYHMyPEWOSuxS5fN/spyGbIl0S2HAhIiLyEg4VuY8NFyIiIi+xwgdWN++LkR980rKx4UJEROQlygPXuKhWfo0Lb4cmIiKiZoM9LkRERF7Ca1zcx4YLERGRl1iVD6zKzWtcWnnKfw4VERERUbPBHhciIiIvsUEHm5t9Bja07i4XNlw8qLTGCF9f54mijAY5wZFftHyjW+lBOekZguRygpPKxRhfnfwBqdwr16c2VE58pWrkBFrmXnKyLutJoxjjY5LHiP2q5JiKZHk/+1bLX1JKwyfRFKlhH2pIGFgVL2+XzaDtizH0J70YUx0vl2UJkevta5X3o65Ww9i/hsRxRqP8WS07HSTXR0MCuooAOWmezSZve0SY/NmorpKPV2xsqRiTFFQsxuRWRoox9w7cJMZk7xkgxnRKOCXGHC6Pdvl+baWcANMTeI2L+zhURERERM0Ge1yIiIi8xDMX53KoiIiIiLzg7DUubj5kkUNFRERERM0De1yIiIi8xOaBZxW19ruKWlSPS3JyMnQ6Xb1p6tSpDcZv2LChwfjffvvNyzUnIqLWoO4aF3en1qxF9bhs27YNVuvvt6fu2bMHw4YNw7hx41wut2/fPoSGhtpfx8TEXLA6EhFR62WDD/O4uKlFNVzOb3A8//zz6NixI9LT010u16ZNG4SHh1/AmhEREZEntKiGy7nMZjOWLl2KzMxM6HSur8Du06cPampq0L17dzz11FMYPHiwy3iTyQST6fdkRWVlZQCAwmMR8DE6TyYV2bZErHdFSaAY067HSTEmLy9KjCkvDBZjdDXyLwMff7n171OtIelZtJyEzOeAvH98bfK6TJFy4jjDGTl5mH+ZvH9s/mII/Ms1JFezyOVYNCRgi9wrl1N4rbx/AKB6QLUYY/hRTtSmkuTkX7XV8tdVdLKcGK24TD6HtCSX8zVqOIci5P3TLlxO+HZwdzsxpuiMnFyud6/DYswvJ+LFmO8rU8SY69ofFGO+OdlFjPHxkb8Xwgzyfk40uj43TH4WyOnw3GdVOliVmwno3Fy+uWuxA2WffPIJSkpKkJGR4TQmPj4eb7/9NlasWIGVK1eiS5cuGDp0KDZtcn36zp8/H2FhYfYpMTHRw7UnIqKWyPrfi3PdnVqzFtvjsnjxYlx//fVISEhwGtOlSxd06fJ7iz8tLQ15eXlYsGABrrvuOqfLzZo1C5mZmfbXZWVlbLwQERF5QYtsuBw9ehTr1q3DypUrG73sgAEDsHTpUpcxBoMBBoPzZxIRERE1xKZ8YHPzriAbM+e2PEuWLEGbNm0watSoRi+7c+dOxMfLY7xERESN5YmhHivvKmpZbDYblixZgkmTJsHPz3HzZs2ahePHj+P9998HACxcuBDJycno0aOH/WLeFStWYMWKFRej6kRERCRocQ2XdevWITc3F/fcc0+9906cOIHc3Fz7a7PZjEcffRTHjx+H0WhEjx49sHr1atxwww3erDIREbUSNrh/V5B8n1XL1uIaLsOHD4dyMv6XnZ3t8Pqxxx7DY4895oVaEREReSoBXeu+q6h1bz0REVErsGjRIqSkpCAgIAB9+/bFf/7zn4tdpSZrcT0uF5VOnZ2cOHMy1Ol7dfzOyNnKisOMYkxsQokYczI3UowJSSoTY6w2uf1bfSREjNH5yR2g5gg5RhnkGJ1eQzkFcgK6wBNyl69F3nT4yvnXUNZNzkBnzJXPn3INd+5rKQcALCHyV4iPhsR5yJPPaS1fVkWVEXJQmIYKafhJZ7PIQSbISeFyz8h1DkqWk9QF6uXtOlYeLsZYauQ9HRgin7DFZjnR36lyOQlmTHiFGKP3kZMBfl/oOmmetVLDh9ADPPGsocYuv3z5csyYMQOLFi3C1VdfjbfeegvXX3899u7di6SkJLfqcjGwx4WIiMhLbNB5ZGqMV155Bffeey/uu+8+dOvWDQsXLkRiYiLeeOONC7SVFxYbLkRERF7i7adDm81m7NixA8OHD3eYP3z4cHz//fee3jyv4FARERFRM1T3nLw6DSVHPX36NKxWK2JjYx3mx8bGoqCg4ILX8UJgjwsREZGXePJZRYmJiQ7PzZs/f77T9Z7/sGGllPgA4ksVe1yIiIi8xKZ0sLmbx+W/y+fl5SE09PebPhp6FE10dDR8fX3r9a4UFhbW64VpLtjjQkRE1AyFhoY6TA01XPR6Pfr27Yu1a9c6zF+7di0GDhzorap6FHtciIiIvMTmgWcVNTYBXWZmJiZOnIh+/fohLS0Nb7/9NnJzc/HAAw+4VY+LhQ0XIiIiL/HM06Ebt/wdd9yBoqIizJ07FydOnEBqaiq++OILtG/f3q16XCxsuHiSnzo7OWOTxzVrY8xiTGV5gBhTdVROdhd2SD75K0vDxZjALiViTMgRDUnqKuXt0sLXJCeOsxrlp6uaIuUkdSY5hx/0xRq2PUlel0+lvF2GErk+NrkYlHfQ9jSUkMPytpX3kRN7BRyq38V9Ppu/fMwCiuSNq7ZouL4gTkMysnz5fLXFyuWY8oPEGHOUXE5otByTfyBGjPGLqRZjOkcXijGnquXkctWVcoK+4AAN2+5fI8ZU1Lg+x6zeyT930UyZMgVTpky52NXwCDZciIiIvMQKHayNTCDXUBmtGRsuREREXnIxhopamta99URERNSssMeFiIjIS6xwf6hHfqRky8aGCxERkZdwqMh9bLgQERF5SWMfkuisjNasdW89ERERNSvscSEiIvISBR1sbl7jong7NHmKPsgMn0DnnVj+/vIlVZZf5MRx5ii5HB8NSbaqEuSEXlqSftX+ECHGWOLkcnQarjirDZbL0fKZ1hfLQToND0KrjpHrY9aQyE5LkjrlKrnhf/lXaKhPqLxd+hJtnbFaziHDETm5nJaeb0uovC7fannb/EvlldWEy4nsgjqWyeXU+Isx1gD5xFcWuc6hBjkJm7nDGTEmLEAuZ8/xBDEmKrxCjLmsrZzI7lhJuBizJT9ZjKmpdp3szlatLemiuzhU5L7WvfVERETUrLDHhYiIyEtsSgebht5cqYzWjA0XIiIiL7F64OnQ7i7f3LXurSciIqJmhT0uREREXsKhIvex4UJEROQlNvjA5uZgh7vLN3ete+uJiIioWWGPCxERkZdYlQ5WN4d63F2+uWPDxYOUOjs5IyVAAoCAHnJSK3NhkFwXDYnjlE3Dya8hxNSzSozx/y1QjAk4La+rsp0cY47UkNDLT04wFpIjryvwpLyfy5Pkjk19qbwuaPiyssinBqpjNSSyK9P2xRh4Qo6p1VAnLfUOypX3Y0WKhiyGoRY5plr+aqzU8DnUBdaKMUN6/SrGfLuruxjz2+5EMabfFQfFmJ25cjnd2haIMcfL5GSaR8ojxRjzSfm746orDogxRcGuj1dtpQlHxFLcx2tc3MeGCxERkZcoDzwdWjFzLhEREVHzwB4XIiIiL7FCB6ubD0l0d/nmjg0XIiIiL7Ep969RsWl41mxLxqEiIiIiajbY40JEROQlNg9cnOvu8s1di9r6rKws6HQ6hykuLs7lMhs3bkTfvn0REBCADh064M033/RSbYmIqLWxQeeRqTVrcT0uPXr0wLp16+yvfX2d5+vIycnBDTfcgMmTJ2Pp0qX47rvvMGXKFMTExODWW2/1RnWJiIioEVpcw8XPz0/sZanz5ptvIikpCQsXLgQAdOvWDdu3b8eCBQua1HAJNFrga3TeiVVZZRDLqK6Sk9TBJocEFMqdaTZ/uRxTgHwVmK1MrrNBzsOF0i7yhgXlydsVcFo+rf0r5e2qbiP/qrEVyTGBBfK6quLkcvQlYgi09CAHnJLXpWX/AECtUcM+0vAtY9OQMFFLNsSAAjmxIArlGKterk+AhmNfdZVZjNm0oacY499eTvJoqZY/0GarfDB0OnnbD56KFmOqi41iTJeO+WLMAZNc5x1Hk8SYXonHXL5vscjHyhOYOdd9LWqoCAAOHDiAhIQEpKSkYPz48Th8+LDT2C1btmD48OEO80aMGIHt27fDYtGQXZOIiKgR6q5xcXdqzVrU1vfv3x/vv/8+vv76a7zzzjsoKCjAwIEDUVRU1GB8QUEBYmNjHebFxsaitrYWp087zz9vMplQVlbmMBEREdGF16IaLtdffz1uvfVW9OzZE3/4wx+wevVqAMB7773ndBmdzrHLTf33YUPnzz/X/PnzERYWZp8SE+VnexAREdmgsz+vqMlTK784t0U1XM4XFBSEnj174sCBhh/AFRcXh4ICx4eFFRYWws/PD1FRUU7LnTVrFkpLS+1TXl6eR+tNREQtk/LAHUWqlTdcWtzFuecymUz49ddfce211zb4flpaGj777DOHeWvWrEG/fv3g7+/8QjeDwQCDQb7QloiI6Fx8OrT7WlSPy6OPPoqNGzciJycHP/zwA2677TaUlZVh0qRJAM72lNx11132+AceeABHjx5FZmYmfv31V/zjH//A4sWL8eijj16sTSAiIiIXWlSPy7Fjx3DnnXfi9OnTiImJwYABA7B161a0b98eAHDixAnk5uba41NSUvDFF19g5syZ+Pvf/46EhAT87W9/Yw4XIiK6IJg5130tquGybNkyl+9nZ2fXm5eeno4ff/zxAtWIiIjodxwqcl+LarhcbNW7w+EbEOD0fUushixsNvmE1Fnk1nZ1rIZkbsfkcpSvXB9DkXwa1bSRk1rFbJfXVdxDLse3Si7HEirH+JjEEJjD5JjgAvlYmMPkpGiR++QKVcXKScgq4+Xj7qth28+Sj4e+VC6lrIN8PIJOyPuxpLO8bUHH5DqXdNeQNFBDrkifw3ISNmuHajGmtlS+pk5nlffhoTPObzqoY8uX62ypldcV2b3hNBTn2ncwQYzxD5ETw2lJvrf3pOvEpNaqGrEMujSw4UJEROQlnnjWUGu/HZoNFyIiIi/hUJH7WvcVPkRERNSssMeFiIjIS9jj4j42XIiIiLyEDRf3caiIiIiImg32uBAREXkJe1zcx4YLERGRlyi4fzuznGWoZWPDxYNS0w/CP8h5VqqduYliGQFGOdmS7f/CxZiqy+RydDY5g5ZfapkY4/OtnIVNXyJ/UIsulz+OoYfEEFg1PP/SJuergvG0hiRkcfJ2mYPkEVn/Cg3r0pBcTl8mJ2mzBGpIvmfR9tVo0LQ+efuDc8UQFHeVywkskOutJYmhMsgxhpNyfUxR8v5RZfLn0D9cTo5mKXGe/LJOZbkcM/K6XWLMtpNJYsyZA5FiTNtuhWJMqEHe9jKTvF3dIk66fN9cYcZBsRT3scfFfbzGhYiIiJoN9rgQERF5CXtc3MeGCxERkZew4eI+DhURERFRs8EeFyIiIi9hj4v72HAhIiLyEqV0UG42PNxdvrnjUBERERE1G+xxISIi8hIbdG4noHN3+eaODRcP+imvLXwCnSdCCgo0iWWYLfIh8bPKdfEPlBPQ1QbKia98t8rJ5SoT5GRdtaFyIq7obRoSeoXLH9iAM3J9Si8TQ9DmR3kfKp28D32scn0CTsj7xxogb7spTN6H4Qfl87CinbxdAKB0GhLwBcsxNj85JviYvB/9qjUkztPynR9sEUNqfOV1+dTIx0NLqj9LqYasihqoKvn75T/HOogxWhLZRV12RozJPxQjxlQnFYsxFquvGHO8yvV3WW21/LnwBF7j4j4OFREREVGzwR4XIiIiL+HFue5jw4WIiMhLOFTkPjZciIiIvIQ9Lu7jNS5ERETUbLDHhYiIyEuUB4aKWnuPCxsuREREXqIAKC33wAtltGYcKiIiIqJmgz0uXlSeGyrGqJBauaCucmI03SmjXE6g3G7X1cpdktE/y+WcSJdjTl0nJ/1K/FRua1uC5JjkTyvEmMrEIDFGp+GnT3CenNiqKl5OMKazaUjAViPH+NbI51jUuuNiDACUpSWLMWGH5fPVppePWa3RM7+zQg/Kycpqg+QEaz4a8pVVx2lIPlgofw3rNCSdrOwi72ctiSm1DEMYjPJnVaflw6EhxGTxF2PahpWKMaH6GpfvWyzyvvEEG3TQMXOuW9jjQkRE5CV1dxW5O10oycnJ0Ol0DtPjjz/uEJObm4vRo0cjKCgI0dHRmD59Osxm7zT8APa4EBER0Tnmzp2LyZMn218HBwfb/7ZarRg1ahRiYmKwefNmFBUVYdKkSVBK4bXXXvNK/dhwISIi8hKb0kF3iSegCwkJQVxcXIPvrVmzBnv37kVeXh4SEhIAAC+//DIyMjIwb948hIbKl0S4i0NFREREXqKUZyYAKCsrc5hMJs88KPKFF15AVFQUevfujXnz5jkMA23ZsgWpqan2RgsAjBgxAiaTCTt27PDI+iXscSEiImqGEhMTHV7Pnj0bWVlZbpX58MMP44orrkBERAT+7//+D7NmzUJOTg7effddAEBBQQFiY2MdlomIiIBer0dBQYFb69aKDRciIiIv8WTK/7y8PIehGYOh4bsTs7KyMGfOHJdlbtu2Df369cPMmTPt8y6//HJERETgtttus/fCAIBOV7/+SqkG518IbLgQERF5iScbLqGhoZquKZk2bRrGjx/vMiY5ObnB+QMGDAAAHDx4EFFRUYiLi8MPP/zgEFNcXAyLxVKvJ+ZCaVHXuMyfPx9XXnklQkJC0KZNG9x8883Yt2+fy2U2bNhQ79YvnU6H3377zUu1JiKi1qLu6dDuTo0RHR2Nrl27upwCAhrOXbRz504AQHx8PAAgLS0Ne/bswYkTJ+wxa9asgcFgQN++fZu4VxqnRfW4bNy4EVOnTsWVV16J2tpaPPnkkxg+fDj27t2LoCDXycT27dvn0HKNiYlp9PojwqrgG+g8U1S1Ub7P3fJzuBjjVy3XxaqXY7Tkh6ppYxNjlI/c/g04qSXBmIYkdb3kD2xIrlxOSZdgMca/Si4nJE8+pvpjZ8QYXW24GGMLkBOn2fzl/VyRFCjGqPYpYgwAhP1aIsZUJcm/CA1F8kWFlXFyvbUkajOHyTEhR+XzvqSzvK9tevkcqtWQK9Iq58NDaGSlGFNZKRdkkXPLwc9P3tFFZ+TPWNceeWJMzukoMWZ/roZf+rWuj5et2nWCutZgy5Yt2Lp1KwYPHoywsDBs27YNM2fOxJgxY5CUlAQAGD58OLp3746JEyfipZdewpkzZ/Doo49i8uTJXrmjCGhhDZevvvrK4fWSJUvQpk0b7NixA9ddd53LZdu0aYPw8PALWDsiImrtzr0ryJ0yLgSDwYDly5djzpw5MJlMaN++PSZPnozHHnvMHuPr64vVq1djypQpuPrqq2E0GjFhwgQsWLDgwlSqAS2q4XK+0tKzaaAjIyPF2D59+qCmpgbdu3fHU089hcGDB1/o6hERUStztuHi7jUuHqrMea644gps3bpVjEtKSsLnn39+YSqhQYttuCilkJmZiWuuuQapqalO4+Lj4/H222+jb9++MJlM+N///V8MHToUGzZscNpLYzKZHO6XLysr83j9iYiIqL4W23CZNm0afv75Z2zevNllXJcuXdClSxf767S0NOTl5WHBggVOGy7z588Xby0jIiI6nyfvKmqtWtRdRXUeeughfPrpp1i/fj3atWvX6OUHDBiAAwcOOH1/1qxZKC0ttU95efIFZkRERMpDU2vWonpclFJ46KGHsGrVKmzYsAEpKdrujDjfzp077bd+NcRgMDhN9ENEREQXTotquEydOhUffvgh/v3vfyMkJMSefjgsLAxG49l7DmfNmoXjx4/j/fffBwAsXLgQycnJ6NGjB8xmM5YuXYoVK1ZgxYoVF207iIioZeJQkftaVMPljTfeAAAMGjTIYf6SJUuQkZEBADhx4gRyc3Pt75nNZjz66KM4fvw4jEYjevTogdWrV+OGG27wVrWJiKi18MRYTysfK2pRDRel4R6x7Oxsh9ePPfaYwz3q7jh9KgQ+Rg2ZolzQRcuJnXSn5ERkPhoeElqVImeaivlePkUqEsUQhB6Wj011tPwrQkvSPC0fapufvC7/yloxxhwq7x+D3l+MsYTKMcbcUjEGp0vk+sTLCb101XJiPQCoaR8hxhhPyInRamLl5HJakipG7ZGzM5Z0lTO+KR/5/Ag7JJ9ohQPlRHY2f3ld+mL5M2/eKR8LW4r8xeDjK38HWSxyfdpEy3db/pYXJ8a0iy0WY6wh8j4sPOM6OZpNpyHznid4oMcFrbzHpUVenEtEREQtU4vqcSEiIrqUXcqZc5sLNlyIiIi8hBfnuo9DRURERNRssMeFiIjIW5TO/YtrW3mPCxsuREREXsJrXNzHoSIiIiJqNtjjQkRE5C1MQOc2Nlw8yL9AD58A51mybHKOMfhqy/slqmkjJ77SmeQOt/L2GsZSNYRYNTzayRwmx/hVyTFV8XKFgo7Ln3ydVY4JPiAnhavoFimXs+eUGKPyT4ox1ek9xBhjXrkYUxsTIsYAgOGUfEBsBvlrxtckn69x/zkjxlQnuk4yBgCJ6+QP2cl+8gmr5ZwO2ytve2lXOdGhKVaOiWtfJMYU7Wojxhi6ykn8zGZ5u8y1cpI62OTPqsUmf08VlQSLMW0iXSfEqzWYcEQsxX28q8h9HCoiIiKiZoM9LkRERN7Uyod63MWGCxERkZdwqMh9bLgQERF5Cy/OdRuvcSEiIqJmgz0uREREXqODplsxxTJaLzZciIiIvIVDRW7jUBERERE1G+xx8SBLhBU+RqvzAL2cZMtWLSdt8qmWuwmVr9wk96uU2636EjEE1bHyuixBGpLC5WsoJ1guJ/CkvJ/9q+R1+da4OJb/pTPJycyCDrtOfAVoSy6nCzSKMYFb9osxiIkSQ/xOW+RyAFjDA8UY35wCMcYnVq5TbViAGONfKh+PqgS5nLDD8rEvT5I/qxWJGpIYHpG/hmvlQ49TIXLyPVuI/NmwnJSTuWn5LguJkM/73l33iTE/5LcXYyzFcjbAib3WuXy/uqIW28VSPIA9Lm5jw4WIiMhb+HRotzWp4WK1WpGdnY1vvvkGhYWFsNkcW9/ffvutRypHREREdK4mNVwefvhhZGdnY9SoUUhNTYVO17pbf0RERFoodXZyt4zWrEkNl2XLluHjjz/GDTfc4On6EBERtVy8xsVtTbqrSK/Xo1OnTp6uCxEREZFLTWq4PPLII/h//+//QbX2/ioiIqLGqLs4192pFWvSUNHmzZuxfv16fPnll+jRowf8/f0d3l+5cqVHKkdERNSS6NTZyd0yWrMmNVzCw8MxduxYT9eFiIioZeM1Lm5rUsNlyZIlnq5Hi6ALrIXOWOv0fWWWR+Z0ZrkL0BokJ3/yrZLXZZPzZ8Ei57RCcJ4cU56iIRFXrrztkb/JidEsQfKGBeVUiDG+xeVijPWEnDjOelV3Mcanulquj0FOsmUtKRVjbKkp8rq27hFjAMDHT/4KUZ2T5XJKK+WYqhoxxhopJ08zFspJ6ko7yknqfORiEPt/8mf1VF/5s2qJdP69Ukd3Wj4/jO3kc9ps8hdjasv0Ysyx0+FizJkqObOexSJ/npMvkz+Hn57s5fL92koTgO/EcujiYwI6IiIib2ECOrdpbrhcccUV+OabbxAREYE+ffq4zN3y448/eqRyRERELQqHitymueFy0003wfDfruqbb775QtWHiIiIyCnNDZfZs2c3+DcRERFpxB4Xt7l9jUtFRUW9ZxWFhmq4opOIiKi1aQUNl5MnTyI2NvaCld+khktOTg6mTZuGDRs2oKbm9yv9lVLQ6XSwWuVHwhMREVHLk5CQgDZt2qBXr17o1asXevfujd69e6NLly7w8WlS3lsHTWq4/M///A8A4B//+AdiY2P5kEUiIiItWsFdRXv27MHPP/+Mn3/+GTt27MBLL70EADAajejRowd69+5tb9Rcc801jS6/SQ2Xusp06dKlKYsTERG1Sq0hc263bt3QrVs33HHHHRgzZgweeughPPTQQ8jPz8fOnTuxa9cuvPPOO9i7dy/MZg0Jkc7TpIbLlVdeiby8PDZczpMQUwK/IOdJoApL5eRYumNyYieTXj5rA07J3XHVbeTkWEY5rxNKO3umPjWR8rr8quRT1hIs/xrRWeVjURkXJsb4V7YVY6I3F4gxCAkRQ5SGD7hvlLwT/fJL5HV16SjGAABMcp2Uhh7ZytQ4MaYqWj724QflRH410fJnTF8hfzZKumhIKKnk5Gl+ck44+JfKSeES/iBngjy4L15emZ/8eR7Se68Ys+HgZWLMlXFynbcVJIoxJRoS2UVFuk5yaPGTk1tS461ZswZ79uxBp06d0KlTJ1x33XX29yyWpu3zJg02vfvuu3jhhRfw3nvvYceOHfYuobrpYlu0aBFSUlIQEBCAvn374j//+Y/L+I0bN6Jv374ICAhAhw4d8Oabb3qppkRE1KooD03NRI8ePXDgwIEG3zv/OYdaNanH5dSpUzh06BDuvvtu+zydTndJXJy7fPlyzJgxA4sWLcLVV1+Nt956C9dffz327t2LpKSkevE5OTm44YYbMHnyZCxduhTfffcdpkyZgpiYGNx6660XYQuIiIhahqeeegoPP/wwwsPDkZaW5pEym9Rwueeee9CnTx989NFHl9zFua+88gruvfde3HfffQCAhQsX4uuvv8Ybb7yB+fPn14t/8803kZSUhIULFwI4Oza3fft2LFiwgA0XIiLyKB08cI2LR2riHffccw/KyspwzTXXICEhAVdccQX69Oljv9MoOTm50WU2qeFy9OhRfPrpp+jUqVNTFr9gzGYzduzYgccff9xh/vDhw/H99983uMyWLVswfPhwh3kjRozA4sWLYbFYGuzKMplMMJlM9tdlZWUeqD0REVHLMnr0aEydOhUGgwE//fQTdu3ahU2bNuG1115DcXFxvTxwWjSp4TJkyBD89NNPl1zD5fTp07BarfUS38TGxqKgoOELJAsKChqMr62txenTpxEfX/9itvnz52POnDmeqzgREbUOreB26HO9//779r979+6NSZMm2V/n5ckXZzekSQ2X0aNHY+bMmdi9ezd69uxZr1dizJgxTaqMp5w/dFV37U1j4huaX2fWrFnIzMy0vy4rK0NionzlOxERtXKtIHOuVk39v9mkhssDDzwAAJg7d2699y7mxbnR0dHw9fWt17tSWFjoNP1wXFxcg/F+fn6IiopqcBmDwWB/4CQRERE17NybeFxZsmSJ5jKbdDu0zWZzOl3MO4r0ej369u2LtWvXOsxfu3YtBg4c2OAyaWlp9eLXrFmDfv36NflWLSIioga1stuhS0tLHaa9e/fio48+qje/Mdx+yOKlJjMzExMnTkS/fv2QlpaGt99+G7m5ufZeolmzZuH48eP2cbcHHngAr7/+OjIzMzF58mRs2bIFixcvxkcffdTodVusvrBZnSecqrXIu9sWJTf8/Eo1JL6qFUNgKJbL0ZBfDTaDfHGVOUz+pMXskmOqouU6R+0xiTEVbeUkZLHfyx+mqvZBYozOJCdZUvFt5HJOFMoxRjkRlyanizWFqfhoMUZXWSPGBP0sZ2ELiIsQY6rjPLP9NRHyeeZjlq8zMMt5BWHqJifNU7VyfQ7tTRBjgtvJ+7ljZJEYc6RCTnTYp718/cLGQ3KSOqtZw+9rq3ws9phc/xC1VsnnqSe0hsy551q5cqX972PHjiE9PR0WiwVdunRp8E5fLZrUcJk+fTo6deqE6dOnO8x//fXXcfDgQfutxRfDHXfcgaKiIsydOxcnTpxAamoqvvjiC7Rv3x4AcOLECeTm5trjU1JS8MUXX2DmzJn4+9//joSEBPztb3/jrdBEREQecvz4cQwaNAgJCQlYvHgxbrrpJkREROCxxx5rdFlNarisWLECn376ab35AwcOxPPPP39RGy4AMGXKFEyZMqXB97Kzs+vNS09Px48//niBa0VERK1eK7w498SJExg8eDDi4uLw5ZdfIjg4GJ988glGjRqFyMhIe941rZrUcCkqKkJYWP3nuISGhuL06dNNKZKIiKjla2UNl5MnT2LQoEGIjo7GV199heDgs8+JGzx4MD788EPceeedCA8Px2233aa5zCZdnNupUyd89dVX9eZ/+eWX6NChQ1OKJCIiohZm8ODBiIyMxJo1a+yNljo333wzFi1ahIkTJzaqzCb1uGRmZmLatGk4deoUhgwZAgD45ptv8PLLL1/0YSIiIqJLVWu7ODc0NBRff/11vUZLnbvvvhtFRfIF4edq8rOKTCYT5s2bh7/+9a8AgOTkZLzxxhu46667mlIkERFRy9fKMueuWbMGoaGhLmMeffTRRpXZ6IZLbW0tPvjgA4wdOxYPPvggTp06BaPR6LQ1RURERP/Vyq5xkRotTdHoa1z8/Pzw4IMP2h8yGBMTw0YLEREReUWTLs7t378/du7c6em6EBERtWh117i4O7VmTbrGZcqUKXjkkUdw7Ngx9O3bF0FBjtlDL7/8co9UrrkpKg2CjyXA6fuR4RViGadM9W8zP5+GpLiw6eUx0MB8ud1akaIhk2+Fhky+Gp5cXtJRLscUKX9i9eVyVtzKBHn/1AbKXZxRe+Ssp5WX13/C+PkCCqrEGF2tfORLB8oPLQv5t/yjwzdGzogLAOq3w2KMLkrOsmpOkTMHW0LlR3AYj1XK5UQ6/4zWqUiQn0Wm5Z+Hj5w0GS6e//p7OYXyOe3TXt72ilNypueTAXLm6QA/+Vw8UBQjxqTEyekzfDV8eRwubPi5cufqGus687Sl0gz5bPaAVjZUdCE0qcfljjvuQE5ODqZPn46rr74avXv3tk99+vTxdB2JiIjIC+bNm4eBAwciMDAQ4eHhDcbk5uZi9OjRCAoKQnR0NKZPnw6z2ewQs3v3bqSnp8NoNKJt27aYO3culPJMi6tJPS45OTkeWTkREVGr4omhngvY42I2mzFu3DikpaVh8eLF9d63Wq0YNWoUYmJisHnzZhQVFWHSpElQSuG1114DAJSVlWHYsGEYPHgwtm3bhv379yMjIwNBQUF45JFH3K5jkxoudc/92bt3L3Jzcx1aWjqdzv4+ERERneMSHyqaM2cOgIYfjwOcvb157969yMvLQ0LC2Qd7vvzyy8jIyMC8efMQGhqKDz74ADU1NcjOzobBYEBqair279+PV155BZmZmdBpGR91oUkNl8OHD2Ps2LHYvXs3dDqdvfunrjJWq3xdBBERETVdWVmZw2uDwQCDQb4+yx1btmxBamqqvdECACNGjIDJZMKOHTswePBgbNmyBenp6Q51GTFiBGbNmoUjR44gJSXFrTo06RqXhx9+GCkpKTh58iQCAwOxZ88ebNq0Cf369cOGDRvcqhAREVGLpTw0AUhMTERYWJh9mj9//gWvfkFBAWJjYx3mRUREQK/Xo6CgwGlM3eu6GHc0qeGyZcsWzJ07FzExMfDx8YGvry+uueYazJ8/H9OnT3e7UkRERC2RJ2+HzsvLQ2lpqX2aNWtWg+vMysqCTqdzOW3fvl37NjQw1KOUcph/fsz5IzPuaNJQkdVqtSedi46ORn5+Prp06YL27dtj3759bleKiIiIXAsNDdWUmXbatGkYP368y5jk5GRN64yLi8MPP/zgMK+4uBgWi8XeqxIXF1evZ6Ww8Ozt6Of3xDRFkxouqamp+Pnnn9GhQwf0798fL774IvR6Pd5++20+HZqIiOgSEh0djehobbmZJGlpaZg3bx5OnDiB+PizOarWrFkDg8GAvn372mOeeOIJmM1m6PV6e0xCQoLmBpIrTWq4PPXUU6isPJvs6Nlnn8WNN96Ia6+9FlFRUVi+fLnblWqu2rc5A78g5xdGHS2UE3H1veyIGLNjf7IYo8LlC6QtFUYxJuxXXzFGy4BjaVe5PiE5ckH6Mrmb0eYvX3IftVdOoKWzyeX41MgZxiyB8sVyQfny01HNV3QWY8L/c0SMQbScrEtTVjQAuhQ54Z06UyrG+Jjl88McKieO8zFrSC7XVk7mBg2bry+RY2waVqVOyeeHNVTeP9FBNWJMUY38lR8bKCfK/O2knDDQXC0nDPTzlbcrSC9/xlITTogx/SOOuHy/Rm/BV2IpHnCJ31WUm5uLM2fOIDc3F1arFbt27QIAdOrUCcHBwRg+fDi6d++OiRMn4qWXXsKZM2fw6KOPYvLkyfbenwkTJmDOnDnIyMjAE088gQMHDuC5557DM888c/GGikaMGGH/u0OHDti7dy/OnDmDiIgIj1SKiIioJfJEyv4LmfL/mWeewXvvvWd/XZdUdv369Rg0aBB8fX2xevVqTJkyBVdffTWMRiMmTJiABQsW2JcJCwvD2rVrMXXqVPTr1w8RERHIzMxEZmamR+rYpIZLQyIj5d4EIiIiunRlZ2c7zeFSJykpCZ9//rnLmJ49e2LTpk0erNnvPNZwISIiIg1a+bOG3MWGCxERkbdc4te4NAdNyuNCREREdDGwx4WIiMhLLvWLc5sDNlyIiIi8hUNFbuNQERERETUb7HHxoCmJ6xEY4jxhW1b1GLGMw8VycrB7r9wsxvxjU7oYU9NWTuykustJrQzfh4gxUTvkNnJFopwDyFAihsAUIZcTeEoupypa/ngE5MvlGE/J+9naLkaMqQ2S6+MfEiTG6Mwa6nNc24PQfC5LltcXFCjGVMfLyRADT5rFmMIr5AR0Qfk2McYqrwol3eXkaT418nmvIuWVRYRXijFnDmpISeGjIamiTt4/nWPlD1CZST4WxVXycTdb5frkV4SJMde0c/04mkqbvB5P4FCR+9hwISIi8hYOFbmNQ0VERETUbLDHhYiIyFvY4+I2NlyIiIi8hNe4uI8NFyIiIm9hj4vbeI0LERERNRvscSEiIvIW9ri4jQ0XIiIiL+E1Lu5jw8WDnvnlJvgGGpy+HxlUJZZxcnucGPO/1VeJMSpQTo6V2LZIjDm+N1ZeV7T8KTKHy0nhzOFyAihzhBiCjh9XizElXeSkaMbT8j40tdGQQCtM/pjVGpyfN3Wi1x4WY7Q4eWMHMSZyr4YdDaAmTC/G+FfVijGGEg3JEHXyOVQrH1YUXS6XYyyQY/RRcnJGZZPLsZTL+7DkSLi8rgD58xMeXybGVNXK9bku+qAYs7U4RYxpF1wixmhJiNcj+IQY89bJQS7ft1SaARwRy6GLr8Vc43LkyBHce++9SElJgdFoRMeOHTF79myYza6zUmZkZECn0zlMAwYM8FKtiYioVVEemlqxFtPj8ttvv8Fms+Gtt95Cp06dsGfPHkyePBmVlZVYsGCBy2VHjhyJJUuW2F/r9fIvDiIiosbiUJH7WkzDZeTIkRg5cqT9dYcOHbBv3z688cYbYsPFYDAgLk4eoiEiIqKLq8UMFTWktLQUkZHyg8c2bNiANm3aoHPnzpg8eTIKCwtdxptMJpSVlTlMREREIg4Vua3FNlwOHTqE1157DQ888IDLuOuvvx4ffPABvv32W7z88svYtm0bhgwZApPJ5HSZ+fPnIywszD4lJiZ6uvpERNQSseHitku+4ZKVlVXv4tnzp+3btzssk5+fj5EjR2LcuHG47777XJZ/xx13YNSoUUhNTcXo0aPx5ZdfYv/+/Vi9erXTZWbNmoXS0lL7lJeX55FtJSIiItcu+Wtcpk2bhvHjx7uMSU5Otv+dn5+PwYMHIy0tDW+//Xaj1xcfH4/27dvjwIEDTmMMBgMMGm5fJSIiOpfuv5O7ZbRml3zDJTo6GtHR0Zpijx8/jsGDB6Nv375YsmQJfHwa36FUVFSEvLw8xMfHN3pZIiIil5g5122XfMNFq/z8fAwaNAhJSUlYsGABTp06ZX/v3DuGunbtivnz52Ps2LGoqKhAVlYWbr31VsTHx+PIkSN44oknEB0djbFjxza6Dp2iTsE/yPmt1IVVIWIZvdL3izE/5yeIMcZQOTnWiZ3ynVS+Gj4g5mg5UZvhpHyq6eRiEHJIbowevk1OCmco0pBgrEKOKUqVb503npR3oq9Fjin6g5zQqzZArnNQgbyjzRHaUgL4V8jJ5Yo7BYgxtUFyvYPz5XrrS8UQmCI1JEyMkOvjszdYXllquRhiC5L3YUisnFTRXOsrxvSLk4e1fyxsK8YcDZZvegj0c51DCwAqLHLP9enqIDGma9BJMSZYqI/ZV66vJ/B2aPe1mIbLmjVrcPDgQRw8eBDt2rVzeE+p34/yvn37UFp69tvN19cXu3fvxvvvv4+SkhLEx8dj8ODBWL58OUJC5EYGEREReVeLabhkZGQgIyNDjDu3EWM0GvH1119fwFoRERGdg0NFbmsxDRciIqJmoZU3PNx1yd8OTURERFSHPS5ERERewotz3ceGCxERkbfwGhe3caiIiIiImg32uBAREXkJh4rcx4aLB7U1lkIf6O/0/QSj/BTpNYe6iDHGAIsYkxJxRoypjJCzdR06FiPGBByWE4xZu1WIMT5KTvpVEuZ8/9bxLZFPa72GB3pXR8kdklYNedoq28nbFXZQ/iYyFsmJyqpi5G1Xcp4ywKYtqfjpVDnZn1XD0zF85XyJMAdrOB4a1mUskMup6qGhQqXyuYh8OXkawuTPsxY2m7xdJpt88MONGrZdg7gA+UPWMeCUGKNFjZLPe4uw7dL7HsOhIrdxqIiIiIiaDfa4EBEReQmHitzHhgsREZG3cKjIbWy4EBEReQsbLm7jNS5ERETUbLDHhYiIyEt4jYv72HAhIiLyFg4VuY1DRURERNRssMfFg1KDjsEY5HyX/vNEX7GMTrGnxZhwfbUYs+dUnBhTcTxUXldiiRhTEiUn4koIlxPQnfi1jRiDYKsYYg22iTFV8XKCNS35qPyq5JiQo/LPI0ugXJ/STnK2u5idcpI6Dbm6UNJB21dDwBl528qT5G0znpLLqWwrl+MrfzRQ0V4+P3Sn5X2t/OU6+7WRKxQWIscE6c1ijE7D+MGRsigxpkt4oRiz50y8GBOiN4kx3QPzxZgjNdFiTEltoBjT3ljk8v0aq2cSAUp0SkGn3OsycXf55o4NFyIiIm/hUJHbOFREREREzQZ7XIiIiLyEdxW5jw0XIiIib+FQkds4VERERETNBntciIiIvIRDRe5jw4WIiMhbOFTkNjZciIiIvIQ9Lu5jw8WDjpkjYTA7T8Zm0ZDRLD6wTIz5fnsXMSYgoVKM6d4jV4w5fFpOWOVfLl8qdeI3Obmc0mv4NFrkJGQIkBOMBZyST/3KtnJ9TDFyQryqKvm4WwPEEASekOtTEymvqyZK3ofhB+REdgBQ1EPej0Ea6l3SVV6X4YwcE1goH/uy3nKisYAjBjHGFC0fey0qa+RkdwY/+XhYbfLn8LKwU2JMbkWEGBMRICfNq66VE1NuKe0oxtwR/X9iTJE1WIw5aQlz+b6Pj7Zzni4+NlyIiIi8hUNFbmPDhYiIyIta+1CPu3g7NBERETUb7HEhIiLyFqXOTu6W0Yqx4UJEROQlvKvIfRwqIiIiomaDPS5ERETewruK3MaGCxERkZfobGcnd8tozdhw8aAamz+UzXnSpeRgOYPWgdIYMaZjj3wx5nix62RLAHC0WE40VV0qZ0bz7ygnuwsPqhFjLFY5eVp5QYgY41Mmn9YV7eVPfmC+PJJaEyXHGErkn0fF3bX8hJLXFZQvlxNwWkNCuE7avhpCj8j7sbibXG9fOZ8ZrHJOOFS0ldflXyAnfNNpyC3nFy2f09ZauT7BGj4b/r5yhXrEFIgxJpt8XO9sKyd8W5Z/pRjzt07LxZjsMwPFmE3lcsLNAcEHxZgfajq4fN9cIycmpEsDGy5ERETewqEit7Woi3OTk5Oh0+kcpscff9zlMkopZGVlISEhAUajEYMGDcIvv/zipRoTEVFrUndXkbvThTJv3jwMHDgQgYGBCA8Pb3gbzvs/q9Pp8OabbzrE7N69G+np6TAajWjbti3mzp0L5aHbuFtcj8vcuXMxefJk++vgYNfPsHjxxRfxyiuvIDs7G507d8azzz6LYcOGYd++fQgJkYcliIiINLvE87iYzWaMGzcOaWlpWLx4sdO4JUuWYOTIkfbXYWG/X55QVlaGYcOGYfDgwdi2bRv279+PjIwMBAUF4ZFHHnG7ji2u4RISEoK4uDhNsUopLFy4EE8++SRuueUWAMB7772H2NhYfPjhh7j//vsvZFWJiIguKXPmzAEAZGdnu4wLDw93+r/2gw8+QE1NDbKzs2EwGJCamor9+/fjlVdeQWZmJnQ6DQ/LdaFFDRUBwAsvvICoqCj07t0b8+bNg9lsdhqbk5ODgoICDB8+3D7PYDAgPT0d33//vdPlTCYTysrKHCYiIiKJJ4eKzv8/ZDKZvLYd06ZNQ3R0NK688kq8+eabsNl+v1B/y5YtSE9Ph8Hw+xX1I0aMQH5+Po4cOeL2ultUw+Xhhx/GsmXLsH79ekybNg0LFy7ElClTnMYXFJy9Cj82NtZhfmxsrP29hsyfPx9hYWH2KTEx0TMbQERELZvy0AQgMTHR4X/R/PnzvbIJf/3rX/HPf/4T69atw/jx4/HII4/gueees79fUFDQ4P/VuvfcdckPFWVlZdm7rpzZtm0b+vXrh5kzZ9rnXX755YiIiMBtt91m74Vx5vxuK6WUy66sWbNmITMz0/66rKyMjRciIvKqvLw8hIaG2l+f28Nxrsb8H9Xiqaeesv/du3dvAGevLz13fkP/Vxua3xSXfMNl2rRpGD9+vMuY5OTkBucPGDAAAHDw4MEGGy5143MFBQWIj4+3zy8sLKzXWjyXwWBweoIQERE548lnFYWGhjo0XJxx5/+oFgMGDEBZWRlOnjyJ2NhYxMXF1etZKSwsBFB/hKMpLvmGS3R0NKKjo5u07M6dOwHAoVFyrpSUFMTFxWHt2rXo06cPgLNXVG/cuBEvvPBCo9fX3nAaRoPzXZpT6bzXp05SSLEYE+ovJ6w6U2UUYyqq5ORyxhw5WVd1shiCgPAKMaaqRkNjUC8nPPMtkRPZ+Ze63+oHgMCTcjlWeRdC+cnbZTXI33amcLk+hmK5HC0xAFDcRUNSvONyWVVxcr3NoXI5PhoSx1miauUYDV85ERoSx9WYnSekrHNNwmEx5peShr/DzlWr5GORElgkxrx5+DoxZkj8fjHmg+L+YkyYn4bMgxpYlPyv7J6ozS7fr9Db8I5HaiO4CHcVufN/VIudO3ciICDAfvt0WloannjiCZjNZuj1Z78A16xZg4SEBLcaSHVazDUuW7Zswauvvopdu3YhJycHH3/8Me6//36MGTMGSUlJ9riuXbti1apVAM52Wc2YMQPPPfccVq1ahT179iAjIwOBgYGYMGHCxdoUIiKiiyI3Nxe7du1Cbm4urFYrdu3ahV27dqGi4uyPz88++wzvvPMO9uzZg0OHDuHdd9/Fk08+iT/96U/2kYgJEybAYDAgIyMDe/bswapVq/Dcc8955I4ioBn0uGhlMBiwfPlyzJkzByaTCe3bt8fkyZPx2GOPOcTt27cPpaWl9tePPfYYqqurMWXKFBQXF6N///5Ys2YNc7gQEZHHeXKo6EJ45pln8N5779lf141GrF+/HoMGDYK/vz8WLVqEzMxM2Gw2dOjQAXPnzsXUqVPty4SFhWHt2rWYOnUq+vXrh4iICGRmZjpcG+qOFtNwueKKK7B161Yx7vzMfTqdDllZWcjKyrpANSMiIvqvSzzlf3Z2tsscLiNHjnRIPOdMz549sWnTJg/W7HctZqiIiIiIWr4W0+NCRER0qbvUh4qaAzZciIiIvMWmzk7ultGKseFCRETkLZf4NS7NAa9xISIiomaDPS5edHnocTHG4GMRY97bP0CMqSwMEmOC2lSKMWHXyM+VqCkMF2NOHIwRY5SP/DNCVyvnAKgN0ZLMTS5HXyq365WWlAQaBqSNBXLSPB/nzwu189UQU9lWwz4M1PaTzr9cjjFFyOvz1ZCHzCrnS9R0PHyD5c+YXi8nqSvJDZfrY5DPxa+t3cSY5OgzYkypSU46mQM5CeaYdrvFmKM1kWLMdWFykrrPTvcSYx6KXyfG7K6RH7kS5OP6AYRVVg3ZCz1ABw9c4+KRmjRfbLgQERF5y0XInNvScKiIiIiImg32uBAREXkJb4d2HxsuRERE3sK7itzGoSIiIiJqNtjjQkRE5CU6paBz8+Jad5dv7thwISIi8hbbfyd3y2jFOFREREREzQZ7XDwoxLcGRl/nu3RdkZxoqtQsJ5HqFHVajDmgoSfxyoRcMSZIQ0az0iq5zjHxRWLMkYOxYoyWRG01MfLPEeUr7yBzmFyOb42cCiooT46xGcQQVMXKdfY1yeuyGuRygo9pS3FVkaShrKMatl8vr8um4dvKv1xeV41F/r1Wq5PPs6TOJ8WYgpIQMcZmletj9JOT5gVoiDlcIiegK6qRk1feHP+TGCMlfAOAue0+E2MOW+Rkd+G+VWLMFyWXu3zfXGEB8JtYjrs4VOQ+NlyIiIi8hXcVuY0NFyIiIm9h5ly38RoXIiIiajbY40JEROQlzJzrPjZciIiIvIVDRW7jUBERERE1G+xxISIi8hKd7ezkbhmtGRsuRERE3sKhIrex4eJB3xR3g7/ZeSatGqu/WIbBt1aMSQ6Wk7kdLIoWYzYd6CTGREZUijFhgdVizNF9cWKMLlROoFXVXkMStjL5tNbVakjUFiYfi/Bf5XWVdpZ/Hlkj5HVFfS+fP+Up8v7x05A0rzpGDAEA6ORqo6S3fFzhJ++jgCNylr7q9vK6dGXyfvSJlcux2OSR9iCjnIQt3FgjxlTXajj2Fnn/DIzLEWMOlssH/9eqeDGm1ConpnwzL12MuSV+pxijxW2R21y+X+lvwzseWRNdaGy4EBEReQsT0LmNDRciIiIvYcp/9/GuIiIiImo22ONCRETkLbw4121suBAREXmLAuDu7cytu93ChgsREZG38BoX9/EaFyIiImo22ONCRETkLQoeuMbFIzVptthw8aCrww7CGOx8l+6vkZOw/VTcVoz590+9xZiEhDNijL+vVYwJDZCTY4Xp5QR0wd3MYsyBvFgxRleroZNQw6NTdTY5CRs0xPjK+cXgWy2X46MhwVhJV3ld/hXyuvQlcjlVCdq+GWvD5HMoKKpKjKk5FCrGmKLkdWm6diBEzppn03Ds2waXijG7jsmf58pqOXFcv3Z5Yky4v/w5rLX5ijF5JeFiTKRBTkyZFHJajPlz+wNizA+VcqLMTgEFYsz68u4u3zdVWAAcFstxGy/OdRuHioiIiKjZYI8LERGRt9gAaOjwFctoxVpMj8uGDRug0+kanLZtc/6MioyMjHrxAwYM8GLNiYiotai7q8jdqTVrMT0uAwcOxIkTJxzmPf3001i3bh369evnctmRI0diyZIl9td6vfMHJRIREdHF02IaLnq9HnFxv1/8arFY8Omnn2LatGnQ6Vz3yxkMBodliYiILghenOu2FjNUdL5PP/0Up0+fRkZGhhi7YcMGtGnTBp07d8bkyZNRWFh44StIREStT13Dxd2pFWsxPS7nW7x4MUaMGIHExESXcddffz3GjRuH9u3bIycnB08//TSGDBmCHTt2wGBo+DZFk8kEk+n3+2DLyso8WnciIiJq2CXf45KVleX0otu6afv27Q7LHDt2DF9//TXuvfdesfw77rgDo0aNQmpqKkaPHo0vv/wS+/fvx+rVq50uM3/+fISFhdknqXFEREQEgD0uHnDJ97hMmzYN48ePdxmTnJzs8HrJkiWIiorCmDFjGr2++Ph4tG/fHgcOOE+MNGvWLGRmZtpfl5WVITExEQWWMARY5ERirvSKOC7GhOrlpHDHK8LEmPbhxWLMz0fkBFr+AXJCL3OpnGRLS8K3wLgKuRib3B6vPRQsxgQdkT8ep4fIx8I/T9523xp525VR/rIKOCWGoKS3RS7nmLbz2NckJzSrqQgRYwzF8vZXJWlILBggJ6kLOBggxlQny/XJKYkSY8KC5fOjtEKuz69FbcSY3jH5Yky1VT6u8aFyD/L77TeJMbNP9RBjOurlYfkOBjlmc1lnuRyj6w9HjZ/8PeYRvB3abZd8wyU6OhrR0dGa45VSWLJkCe666y74+ze+EVFUVIS8vDzEx8c7jTEYDE6HkYiIiJzhQxbdd8kPFTXWt99+i5ycHKfDRF27dsWqVasAABUVFXj00UexZcsWHDlyBBs2bMDo0aMRHR2NsWPHerPaREREpMEl3+PSWIsXL8bAgQPRrVu3Bt/ft28fSkvPPmPE19cXu3fvxvvvv4+SkhLEx8dj8ODBWL58OUJC5O5tIiKiRuHt0G5rcQ2XDz/80OX76pwDbjQa8fXXX1/oKhEREZ1lU5oeBCuW0Yq1uKEiIiIiarlaXI8LERHRJYtDRW5jw4WIiMhrPJGHpXU3XDhURERERM0Ge1w8aEdJe/hbnD9ZOjagXCwjUl8pxrQPPCPGbNvTUYwZnvabGJMfHSrGlFfJCbS0JAbTB8iJ0SwWOeGZtVaO0XeUE9mZD8pJ6pSGBGy+1XK2qer28rbDKpdjNcof6ahtckyVxmeO+mhInGeOkrNl+WjYfC3nEErl3E3VbeVEY8YwOXHc6RNykscrux0WY0qNRjEmKVhOFrmvRE5SNzJ+rxhjC5GP6bBfR4sxXULlxHEP/vw/YsygdgfFmDZ6+bv1MkOBy/erzBrOL0/gUJHb2HAhIiLyFpuC20M9vKuIiIiIqHlgjwsREZG3KNvZyd0yWjE2XIiIiLyF17i4jQ0XIiIib+E1Lm7jNS5ERETUbLDHhYiIyFs4VOQ2NlyIiIi8RcEDDReP1KTZYsPFg6w2HXQ256Nv7Y1FYhlLfk4TY2Ii5WRLfqFmMebD3/qJMToNTzE1FwaKMUovXwVv08uJwSzlBjEGGi64rymXE5XJEYD+pPwRshnkfehXrOGj6KEvq9oAOcGYJUjbypSfhjgNIZYQOUjVyMn+/Cvl0W+/BPnzYzFrOB5+8om240iSGBMVISdDzCmMEmNGd94txrz/21ViTIcY+XuqqFL+zJdoSKzXOeqUGOOvkxPDHaqKEWOi/Vwf92qL/P1DlwY2XIiIiLyFQ0VuY8OFiIjIW2w2aOoWFstovXhXEREREeHIkSO49957kZKSAqPRiI4dO2L27Nkwmx0vPcjNzcXo0aMRFBSE6OhoTJ8+vV7M7t27kZ6eDqPRiLZt22Lu3LlQHuopYo8LERGRt1zCQ0W//fYbbDYb3nrrLXTq1Al79uzB5MmTUVlZiQULFgAArFYrRo0ahZiYGGzevBlFRUWYNGkSlFJ47bXXAABlZWUYNmwYBg8ejG3btmH//v3IyMhAUFAQHnnkEbfryYYLERGRt1zCDZeRI0di5MiR9tcdOnTAvn378MYbb9gbLmvWrMHevXuRl5eHhIQEAMDLL7+MjIwMzJs3D6Ghofjggw9QU1OD7OxsGAwGpKamYv/+/XjllVeQmZkJnU6+QcAVDhURERFRg0pLSxEZGWl/vWXLFqSmptobLQAwYsQImEwm7Nixwx6Tnp4Og8HgEJOfn48jR464XSc2XIiIiLzFpjwz4eyQzLmTyWTyaFUPHTqE1157DQ888IB9XkFBAWJjYx3iIiIioNfrUVBQ4DSm7nVdjDvYcCEiIvISpWwemQAgMTERYWFh9mn+/PkNrjMrKws6nc7ltH37dodl8vPzMXLkSIwbNw733Xefw3sNDfUopRzmnx9Td2Guu8NEAK9x8ajkoGLog52nLSutlRMyje4mJ5EqqAkVYypNejGmokhOIhXRRk7WZTIEiDG+pXLyMIuPXGe/M/IpWxsmJ6wKOiqXY5WrAw35+TQxtfFM8qsqP/m3iDXKIsb4ntaw8QD8K+T1mX3lWzc1fDSgM8tfeLXB8rosp+XzPiCqWozx15AwsXus/Oty59FEMcYQIB+zMg078eqkHDGmZ8gxMWaDTxcxJtxf3odRQXLyPYNO3s9xhlIxZlNxZ5fvWyrNAL4Ty3GbUu4/JPG/jYC8vDyEhv7+/+DcoZlzTZs2DePHj3dZZHJysv3v/Px8DB48GGlpaXj77bcd4uLi4vDDDz84zCsuLobFYrH3qsTFxdXrWSksLASAej0xTcGGCxERUTMUGhrq0HBxJjo6GtHR0ZrKPH78OAYPHoy+fftiyZIl8PFx/HGSlpaGefPm4cSJE4iPjwdw9oJdg8GAvn372mOeeOIJmM1m6PV6e0xCQoJDA6mpOFRERETkLXV3Fbk7XQD5+fkYNGgQEhMTsWDBApw6dQoFBQUOvSfDhw9H9+7dMXHiROzcuRPffPMNHn30UUyePNneiJowYQIMBgMyMjKwZ88erFq1Cs8995xH7igC2ONCRETkPTYboHMz8626MJlz16xZg4MHD+LgwYNo166d4yr/21jy9fXF6tWrMWXKFFx99dUwGo2YMGGC/XZpAAgLC8PatWsxdepU9OvXDxEREcjMzERmZqZH6smGCxERESEjIwMZGRliXFJSEj7//HOXMT179sSmTZs8VDNHbLgQERF5i1Jw+1HvfMgiEREReYOy2aDcHCpSF2ioqLngxblERETUbLDHhYiIyFs4VOQ2Nlw8KMDXDIOv8xNq2+n2YhnhBjlpk5+PnGDtsqhTYkxlaMPJis51qjJIjGnfXl5XbkGkGKMlyZY1UE5GpTstb1dNjGe6Wm16+QsksK2GJFu7w8QYU6yGJHUJNWKIb76cMFBfpu2WRXO4vB9tRjkmJE5OdFheECJXSMv3ub9cH6tV3v7UBDm5XLFJTnbXNzlXjMkpiRJjSi3ycR0S+ZsY80NZBzEmIVBO+Gb0NYsxxRYNSTD9q8SYn0vbijETY793+X5VuRUrxVI8wKbcz1zZyhsuHCoiIiKiZoM9LkRERN6iFAB387i07h4XNlyIiIi8RNkUlJtDRaqVN1yazVDRvHnzMHDgQAQGBiI8PLzBmNzcXIwePRpBQUGIjo7G9OnTYTa7Hmc1mUx46KGHEB0djaCgIIwZMwbHjskPGSMiImo0ZfPM1Io1m4aL2WzGuHHj8OCDDzb4vtVqxahRo1BZWYnNmzdj2bJlWLFiBR555BGX5c6YMQOrVq3CsmXLsHnzZlRUVODGG2+E1SpfAEtERETe1WyGiubMmQMAyM7ObvD9NWvWYO/evcjLy0NCQgIA4OWXX0ZGRgbmzZvX4BM0S0tLsXjxYvzv//4v/vCHPwAAli5disTERKxbtw4jRoy4MBtDREStEoeK3NdselwkW7ZsQWpqqr3RAgAjRoyAyWTCjh07Glxmx44dsFgsGD58uH1eQkICUlNT8f33rm+dIyIiajQOFbmt2fS4SAoKChAbG+swLyIiAnq93uGR3Ocvo9frERER4TA/NjbW6TLA2etiTCaT/XVp6dmcBuZK13lIaitNLt8HAEutnPtAacjjYlNyHopaOW0KrFXyKVJrlbfLVi3nF7Ha5ArZan01rEvDr5Fa9x+tDgA2q7wua5W8f6w18v6xVWvIYeMnnz+QVwWrSdtvGluNhjwuPhrypmjYR7Zqf7lCWn6IWjXUWSfvR0ulHFNrlvejxSqXo2X/WPzlcqr18jlkrpDL8fWVP6t+GmLMNvmAmfzlcrQci6py19+bVRVn37/QvRm1sLidf64WGr68W7CL2nDJysqyDwE5s23bNvTr109TeTpd/X9GSqkG57siLTN//vwG6/3OyNWNWg8RNV85F7sC5/lJQ8ynmkr6zr2KXKI+0RhXVFSEsDA5IWRj6fV6xMXFYXPBFx4pLy4uDnq93iNlNTcXteEybdo0jB8/3mVMcnKyprLi4uLwww8/OMwrLi6GxWKp1xNz7jJmsxnFxcUOvS6FhYUYOHCg03XNmjULmZmZ9tclJSVo3749cnNzL8gJf6GUlZUhMTEReXl5DV4DdKlqrvUGmm/dWW/vYr29r7S0FElJSYiMlLN8N0VAQABycnLEO1210uv1CAiQsyW3RBe14RIdHY3o6GiPlJWWloZ58+bhxIkTiI+PB3D2gl2DwYC+ffs2uEzfvn3h7++PtWvX4vbbbwcAnDhxAnv27MGLL77odF0GgwEGQ/208mFhYc3uwwoAoaGhrLeXNde6s97exXp7n4/Phbv0MyAgoNU2Njyp2Vycm5ubi127diE3NxdWqxW7du3Crl27UFFx9jkww4cPR/fu3TFx4kTs3LkT33zzDR599FFMnjzZ/gE6fvw4unbtiv/7v/8DcLahce+99+KRRx7BN998g507d+KPf/wjevbsab/LiIiIiC4dzebi3GeeeQbvvfee/XWfPn0AAOvXr8egQYPg6+uL1atXY8qUKbj66qthNBoxYcIELFiwwL6MxWLBvn37UFX1+0O7Xn31Vfj5+eH2229HdXU1hg4diuzsbPj6yheBEhERkXc1m4ZLdna20xwudZKSkvD55587fT85ObneFeMBAQF47bXX8NprrzW5bgaDAbNnz25w+OhSxnp7X3OtO+vtXay39zXnurc2OtXaM9kQERFRs9FsrnEhIiIiYsOFiIiImg02XIiIiKjZYMOFiIiImg02XDSYN28eBg4ciMDAQISHhzcYk5ubi9GjRyMoKAjR0dGYPn26mCHRZDLhoYceQnR0NIKCgjBmzBgcO3bsAmzBWRs2bIBOp2tw2rZtm9PlMjIy6sUPGDDggtWzIcnJyfXq8Pjjj7tcRimFrKwsJCQkwGg0YtCgQfjll1+8VGPgyJEjuPfee5GSkgKj0YiOHTti9uzZ4nlxsfb3okWLkJKSgoCAAPTt2xf/+c9/XMZv3LgRffv2RUBAADp06IA333zzgtfxXPPnz8eVV16JkJAQtGnTBjfffDP27dvnchlnn4HffvvNS7U++6iT89cfFxfncpmLva+Bhj+DOp0OU6dObTD+Yu7rTZs2YfTo0UhISIBOp8Mnn3zi8H5TvxtWrFiB7t27w2AwoHv37li1atUF2gJyhQ0XDcxmM8aNG4cHH3ywwfetVitGjRqFyspKbN68GcuWLcOKFSvwyCOPuCx3xowZWLVqFZYtW4bNmzejoqICN954I6xW+SGKTTFw4ECcOHHCYbrvvvuQnJwsPg9q5MiRDst98YVnnrfRGHPnznWow1NPPeUy/sUXX8Qrr7yC119/Hdu2bUNcXByGDRuG8vJyr9T3t99+g81mw1tvvYVffvkFr776Kt5880088cQT4rLe3t/Lly/HjBkz8OSTT2Lnzp249tprcf311yM3N7fB+JycHNxwww249tprsXPnTjzxxBOYPn06VqxYcUHrea6NGzdi6tSp2Lp1K9auXYva2loMHz4clZWV4rL79u1z2L+XXXaZF2r8ux49ejisf/fu3U5jL4V9DZx9bty5dV67di0AYNy4cS6Xuxj7urKyEr169cLrr7/e4PtN+W7YsmUL7rjjDkycOBE//fQTJk6ciNtvv73eo2bICxRptmTJEhUWFlZv/hdffKF8fHzU8ePH7fM++ugjZTAYVGlpaYNllZSUKH9/f7Vs2TL7vOPHjysfHx/11VdfebzuDTGbzapNmzZq7ty5LuMmTZqkbrrpJq/UyZn27durV199VXO8zWZTcXFx6vnnn7fPq6mpUWFhYerNN9+8ADXU5sUXX1QpKSkuYy7G/r7qqqvUAw884DCva9eu6vHHH28w/rHHHlNdu3Z1mHf//ferAQMGXLA6SgoLCxUAtXHjRqcx69evVwBUcXGx9yp2ntmzZ6tevXppjr8U97VSSj388MOqY8eOymazNfj+pbCvlVIKgFq1apX9dVO/G26//XY1cuRIh3kjRoxQ48eP93idyTX2uHjAli1bkJqaioSEBPu8ESNGwGQyYceOHQ0us2PHDlgsFgwfPtw+LyEhAampqfj+++8veJ0B4NNPP8Xp06eRkZEhxm7YsAFt2rRB586dMXnyZBQWFl74Cp7nhRdeQFRUFHr37o158+a5HHLJyclBQUGBw/41GAxIT0/32v5tSGlpqaaHuHlzf5vNZuzYscNhXwFnH6PhbF9t2bKlXvyIESOwfft2WCyWC1ZXV0pLSwFA0/7t06cP4uPjMXToUKxfv/5CV62eAwcOICEhASkpKRg/fjwOHz7sNPZS3NdmsxlLly7FPffcA51O5zL2Yu/r8zX1u8HZcbiY3yetFRsuHlBQUFDvCdQRERHQ6/UoKChwuoxer3d4KjUAxMbGOl3G0xYvXowRI0YgMTHRZdz111+PDz74AN9++y1efvllbNu2DUOGDIHJZPJKPQHg4YcfxrJly7B+/XpMmzYNCxcuxJQpU5zG1+3D84+LN/fv+Q4dOoTXXnsNDzzwgMs4b+/v06dPw2q1NmpfNXTOx8bGora2FqdPn74g9XRFKYXMzExcc801SE1NdRoXHx+Pt99+GytWrMDKlSvRpUsXDB06FJs2bfJaXfv374/3338fX3/9Nd555x0UFBRg4MCBKCoqajD+UtvXAPDJJ5+gpKTE5Y+eS2FfN6Sp3w3OjsPF+j5pzZpNyn9Py8rKwpw5c1zGbNu2Tbz2o05DvzqUUuKvEU8s05RtOXbsGL7++mt8/PHHYvl33HGH/e/U1FT069cP7du3x+rVq3HLLbc0qq5NrffMmTPt8y6//HJERETgtttus/fCOHP+vmzK/nWn3nXy8/MxcuRIjBs3Dvfdd5/LZS/U/pY0dl81FN/QfG+YNm0afv75Z2zevNllXJcuXdClSxf767S0NOTl5WHBggW47rrrLnQ1AZxtmNbp2bMn0tLS0LFjR7z33nvIzMxscJlLaV8DZ3/0XH/99Q69zOe7FPa1K035brgQ3yfUeK224TJt2jSMHz/eZUxycrKmsuLi4updoFVcXAyLxVKvhX7uMmazGcXFxQ69LoWFhRg4cKCm9dZpyrYsWbIEUVFRGDNmTKPWBZz9JdW+fXscOHCg0cuey51jUHeXzcGDBxtsuNTdpVFQUID4+Hj7/MLCQqfHRKvG1js/Px+DBw9GWloa3n777Uavz1P725no6Gj4+vrW++Xoal/FxcU1GO/n5+eyIXkhPPTQQ/j000+xadMmtGvXrtHLDxgwAEuXLr0ANdMmKCgIPXv2dHp8L6V9DQBHjx7FunXrsHLlykYve7H3NdD07wZnx8Hd7xNqvFbbcImOjkZ0dLRHykpLS8O8efNw4sQJ+wdhzZo1MBgM6Nu3b4PL9O3bF/7+/li7di1uv/12AMCJEyewZ88evPjii41af2O3RSmFJUuW4K677oK/v3+j1gUARUVFyMvLc/jQN4U7x2Dnzp0A4LQOKSkpiIuLw9q1a+1PEjebzdi4cSNeeOGFplX4vxpT7+PHj2Pw4MHo27cvlixZAh+fxo/Oemp/O6PX69G3b1+sXbsWY8eOtc9fu3YtbrrppgaXSUtLw2effeYwb82aNejXr1+TzqmmUErhoYcewqpVq7BhwwakpKQ0qZydO3desH2rhclkwq+//oprr722wfcvhX19riVLlqBNmzYYNWpUo5e92PsaaPp3Q1paGtauXevQ+7tmzZpG/9AkD7hIFwU3K0ePHlU7d+5Uc+bMUcHBwWrnzp1q586dqry8XCmlVG1trUpNTVVDhw5VP/74o1q3bp1q166dmjZtmr2MY8eOqS5duqgffvjBPu+BBx5Q7dq1U+vWrVM//vijGjJkiOrVq5eqra29oNuzbt06BUDt3bu3wfe7dOmiVq5cqZRSqry8XD3yyCPq+++/Vzk5OWr9+vUqLS1NtW3bVpWVlV3Qetb5/vvv1SuvvKJ27typDh8+rJYvX64SEhLUmDFjnNZbKaWef/55FRYWplauXKl2796t7rzzThUfH++1eh8/flx16tRJDRkyRB07dkydOHHCPjmr98Xa38uWLVP+/v5q8eLFau/evWrGjBkqKChIHTlyRCml1OOPP64mTpxojz98+LAKDAxUM2fOVHv37lWLFy9W/v7+6l//+tcFq+P5HnzwQRUWFqY2bNjgsG+rqqrsMefX+9VXX1WrVq1S+/fvV3v27FGPP/64AqBWrFjhtXo/8sgjasOGDerw4cNq69at6sYbb1QhISGX9L6uY7VaVVJSkvrLX/5S771LaV+Xl5fbv6cB2L8/jh49qpTS9t0wceJEh7vqvvvuO+Xr66uef/559euvv6rnn39e+fn5qa1bt17w7SFHbLhoMGnSJAWg3rR+/Xp7zNGjR9WoUaOU0WhUkZGRatq0aaqmpsb+fk5OTr1lqqur1bRp01RkZKQyGo3qxhtvVLm5uRd8e+688041cOBAp+8DUEuWLFFKKVVVVaWGDx+uYmJilL+/v0pKSlKTJk3ySj3r7NixQ/Xv31+FhYWpgIAA1aVLFzV79mxVWVnptN5Knb3tcfbs2SouLk4ZDAZ13XXXqd27d3ut3kuWLGnwvDn/98Klsr///ve/q/bt2yu9Xq+uuOIKh9uKJ02apNLT0x3iN2zYoPr06aP0er1KTk5Wb7zxxgWv47mc7dtzz4Hz6/3CCy+ojh07qoCAABUREaGuueYatXr1aq/W+4477lDx8fHK399fJSQkqFtuuUX98ssvTuus1MXf13W+/vprBUDt27ev3nuX0r6uuxX7/GnSpElKKW3fDenp6fb4Ov/85z9Vly5dlL+/v+ratatXG7z0O51S/73Ki4iIiOgSx9uhiYiIqNlgw4WIiIiaDTZciIiIqNlgw4WIiIiaDTZciIiIqNlgw4WIiIiaDTZciIiIqNlgw4WILoisrCz07t37YleDiFoYJqAjoguioqICJpPpojwIkIhaLjZciFo5i8VyUR7WR0TUFBwqImphvvrqK1xzzTUIDw9HVFQUbrzxRhw6dAgAcOTIEeh0Onz88ccYNGgQAgICsHTpUgDAP/7xD/To0QMGgwHx8fGYNm2avUydToe33noLN954IwIDA9GtWzds2bIFBw8exKBBgxAUFIS0tDT7eoD6Q0UZGRm4+eabsWDBAsTHxyMqKgpTp06FxWLxzo4hohaBDReiFqayshKZmZnYtm0bvvnmG/j4+GDs2LGw2Wz2mL/85S+YPn06fv31V4wYMQJvvPEGpk6dij/96U/YvXs3Pv30U3Tq1Mmh3L/+9a+46667sGvXLnTt2hUTJkzA/fffj1mzZmH79u0A4NDYacj69etx6NAhrF+/Hu+99x6ys7ORnZ3t8X1ARC3YxXzCIxFdeIWFhQqA2r17t/0p5QsXLnSISUhIUE8++aTTMgCop556yv56y5YtCoBavHixfd5HH32kAgIC7K9nz56tevXqZX89adIk1b59e1VbW2ufN27cOHXHHXe4s3lE1Mqwx4WohTl06BAmTJiADh06IDQ0FCkpKQCA3Nxce0y/fv3sfxcWFiI/Px9Dhw51We7ll19u/zs2NhYA0LNnT4d5NTU1KCsrc1pGjx494Ovra38dHx+PwsJCjVtGRAT4XewKEJFnjR49GomJiXjnnXeQkJAAm82G1NRUmM1me0xQUJD9b6PRqKnccy/g1el0TuedOyTlqoy6ZVzFExGdjz0uRC1IUVERfv31Vzz11FMYOnQounXrhuLiYpfLhISEIDk5Gd98842XaklE1HTscSFqQSIiIhAVFYW3334b8fHxyM3NxeOPPy4ul5WVhQceeABt2rTB9ddfj/Lycnz33Xd46KGHvFBrIiLt2ONC1IL4+Phg2bJl2LFjB1JTUzFz5ky89NJL4nKTJk3CwoULsWjRIvTo0QM33ngjDhw44IUaExE1DhPQERERUbPBHhciIiJqNthwISIiomaDDRciIiJqNthwISIiomaDDRciIiJqNthwISIiomaDDRciIiJqNthwISIiomaDDRciIiJqNthwISIiomaDDRciIiJqNthwISIiombj/wMz8bX/KuhPkAAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "simulated_map = clusters[95]['final_map']\n",
-    "deepszsim.visualization.plot_graphs(simulated_map,'$M_{200}$='+ '{:.2E}'.format(Decimal(clusters[95][\"M200\"])) + ', z=' + '{:.2}'.format(Decimal((clusters[95][\"redshift_z\"]))) + ', convolved CMB map with noise','arcmin','arcmin','$\\mu$K', width=10)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -902,7 +937,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -916,9 +951,9 @@
    "provenance": []
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Any Display Name",
    "language": "python",
-   "name": "python3"
+   "name": "your_env_name"
   },
   "language_info": {
    "codemirror_mode": {
@@ -930,7 +965,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.11.0"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/massdist.h5 b/notebooks/massdist.h5
new file mode 100644
index 0000000..43b87c8
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diff --git a/notebooks/sz_sim_data.h5 b/notebooks/sz_sim_data.h5
new file mode 100644
index 0000000..9d2504a
Binary files /dev/null and b/notebooks/sz_sim_data.h5 differ
diff --git a/paper/figures/CMBSpectra_Examples.pdf b/paper/figures/CMBSpectra_Examples.pdf
new file mode 100644
index 0000000..864a3b5
Binary files /dev/null and b/paper/figures/CMBSpectra_Examples.pdf differ
diff --git a/paper/figures/CMBSpectra_Examples.png b/paper/figures/CMBSpectra_Examples.png
new file mode 100644
index 0000000..abc3a8d
Binary files /dev/null and b/paper/figures/CMBSpectra_Examples.png differ
diff --git a/paper/figures/DeepSZSim_Workflow.png b/paper/figures/DeepSZSim_Workflow.png
new file mode 100644
index 0000000..afa6680
Binary files /dev/null and b/paper/figures/DeepSZSim_Workflow.png differ
diff --git a/paper/figures/SZCluster_Examples.png b/paper/figures/SZCluster_Examples.png
new file mode 100644
index 0000000..c688f57
Binary files /dev/null and b/paper/figures/SZCluster_Examples.png differ
diff --git a/paper/paper.bib b/paper/paper.bib
index e69de29..592213f 100644
--- a/paper/paper.bib
+++ b/paper/paper.bib
@@ -0,0 +1,395 @@
+@article{Planck:2018vyg,
+	archiveprefix = {arXiv},
+	author = {Aghanim, N. and others},
+	collaboration = {Planck},
+	date-added = {2023-06-05 11:08:11 -0400},
+	date-modified = {2023-06-05 11:08:11 -0400},
+	doi = {10.1051/0004-6361/201833910},
+	eprint = {1807.06209},
+	journal = {Astron. Astrophys.},
+	note = {[Erratum: Astron.Astrophys. 652, C4 (2021)]},
+	pages = {A6},
+	primaryclass = {astro-ph.CO},
+	title = {{Planck 2018 results. VI. Cosmological parameters}},
+	volume = {641},
+	year = {2020},
+	bdsk-url-1 = {https://doi.org/10.1051/0004-6361/201833910}}
+
+@article{Lewis:1999bs,
+	archiveprefix = {arXiv},
+	author = {Lewis, Antony and Challinor, Anthony and Lasenby, Anthony},
+	doi = {10.1086/309179},
+	eprint = {astro-ph/9911177},
+	journal = {\apj},
+	pages = {473-476},
+	primaryclass = {astro-ph},
+	slaccitation = {%%CITATION = ASTRO-PH/9911177;%%},
+	title = {{Efficient computation of CMB anisotropies in closed FRW models}},
+	volume = {538},
+	year = {2000},
+	bdsk-url-1 = {https://doi.org/10.1086/309179}}
+
+@article{Howlett:2012mh,
+	archiveprefix = {arXiv},
+	author = {Howlett, Cullan and Lewis, Antony and Hall, Alex and Challinor, Anthony},
+	doi = {10.1088/1475-7516/2012/04/027},
+	eprint = {1201.3654},
+	journal = {\jcap},
+	pages = {027},
+	primaryclass = {astro-ph.CO},
+	slaccitation = {%%CITATION = ARXIV:1201.3654;%%},
+	title = {{CMB power spectrum parameter degeneracies in the era of precision cosmology}},
+	volume = {1204},
+	year = {2012},
+	bdsk-url-1 = {https://doi.org/10.1088/1475-7516/2012/04/027}}
+
+@article{Alonso:2018jzx,
+	archiveprefix = {arXiv},
+	author = {Alonso, David and Sanchez, Javier and Slosar, An\v{z}e},
+	collaboration = {LSST Dark Energy Science},
+	doi = {10.1093/mnras/stz093},
+	eprint = {1809.09603},
+	journal = {Mon. Not. Roy. Astron. Soc.},
+	number = {3},
+	pages = {4127--4151},
+	primaryclass = {astro-ph.CO},
+	title = {{A unified pseudo-$C_\ell$ framework}},
+	volume = {484},
+	year = {2019},
+	bdsk-url-1 = {https://doi.org/10.1093/mnras/stz093}}
+
+@article{Hu:2001kj,
+	archiveprefix = {arXiv},
+	author = {Hu, Wayne and Okamoto, Takemi},
+	doi = {10.1086/341110},
+	eprint = {astro-ph/0111606},
+	journal = {Astrophys. J.},
+	pages = {566--574},
+	title = {{Mass reconstruction with cmb polarization}},
+	volume = {574},
+	year = {2002},
+	bdsk-url-1 = {https://doi.org/10.1086/341110}}
+
+@article{Zaldarriaga:1996xe,
+	archiveprefix = {arXiv},
+	author = {Zaldarriaga, Matias and Seljak, Uros},
+	doi = {10.1103/PhysRevD.55.1830},
+	eprint = {astro-ph/9609170},
+	journal = {Phys. Rev. D},
+	pages = {1830--1840},
+	title = {{An all sky analysis of polarization in the microwave background}},
+	volume = {55},
+	year = {1997},
+	bdsk-url-1 = {https://doi.org/10.1103/PhysRevD.55.1830}}
+
+@article{Knox:1995dq,
+	archiveprefix = {arXiv},
+	author = {Knox, LLoyd},
+	doi = {10.1103/PhysRevD.52.4307},
+	eprint = {astro-ph/9504054},
+	journal = {Phys. Rev. D},
+	pages = {4307--4318},
+	reportnumber = {FERMILAB-PUB-95-008-A},
+	title = {{Determination of inflationary observables by cosmic microwave background anisotropy experiments}},
+	volume = {52},
+	year = {1995},
+	bdsk-url-1 = {https://doi.org/10.1103/PhysRevD.52.4307}}
+
+@ARTICLE{Battaglia:2012,
+       author = {{Battaglia}, N. and {Bond}, J.~R. and {Pfrommer}, C. and {Sievers}, J.~L.},
+        title = "{On the Cluster Physics of Sunyaev-Zel'dovich and X-Ray Surveys. II. Deconstructing the Thermal SZ Power Spectrum}",
+      journal = {\apj},
+     keywords = {cosmic background radiation, cosmology: theory, galaxies: clusters: general, large-scale structure of universe, methods: numerical, Astrophysics - Cosmology and Nongalactic Astrophysics},
+         year = 2012,
+        month = oct,
+       volume = {758},
+       number = {2},
+          eid = {75},
+        pages = {75},
+          doi = {10.1088/0004-637X/758/2/75},
+archivePrefix = {arXiv},
+       eprint = {1109.3711},
+ primaryClass = {astro-ph.CO},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2012ApJ...758...75B},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}}
+
+@ARTICLE{IllustrisTNG,
+       author = {{Nelson}, Dylan and {Springel}, Volker and {Pillepich}, Annalisa and {Rodriguez-Gomez}, Vicente and {Torrey}, Paul and {Genel}, Shy and {Vogelsberger}, Mark and {Pakmor}, Ruediger and {Marinacci}, Federico and {Weinberger}, Rainer and {Kelley}, Luke and {Lovell}, Mark and {Diemer}, Benedikt and {Hernquist}, Lars},
+        title = "{The IllustrisTNG simulations: public data release}",
+      journal = {Computational Astrophysics and Cosmology},
+     keywords = {Methods: data analysis, Methods: numerical, Galaxies: formation, Galaxies: evolution, Data management systems, Data access methods, Distributed architectures, Astrophysics - Astrophysics of Galaxies, Astrophysics - Cosmology and Nongalactic Astrophysics, Astrophysics - Instrumentation and Methods for Astrophysics},
+         year = 2019,
+        month = may,
+       volume = {6},
+       number = {1},
+          eid = {2},
+        pages = {2},
+          doi = {10.1186/s40668-019-0028-x},
+archivePrefix = {arXiv},
+       eprint = {1812.05609},
+ primaryClass = {astro-ph.GA},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2019ComAC...6....2N},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}}
+
+
+@article{ACT:2021,
+   title={The Atacama Cosmology Telescope: Summary of DR4 and DR5 Data Products and Data Access},
+   volume={255},
+   ISSN={1538-4365},
+   url={http://dx.doi.org/10.3847/1538-4365/abfcc4},
+   DOI={10.3847/1538-4365/abfcc4},
+   number={1},
+   journal={The Astrophysical Journal Supplement Series},
+   publisher={American Astronomical Society},
+   author={Mallaby-Kay, Maya and Atkins, Zachary and Aiola, Simone and Amodeo, Stefania and Austermann, Jason E. and Beall, James A. and Becker, Daniel T. and Bond, J. Richard and Calabrese, Erminia and Chesmore, Grace E. and Choi, Steve K. and Crowley, Kevin T. and Darwish, Omar and Denison, Edward V. and Devlin, Mark J. and Duff, Shannon M. and Duivenvoorden, Adriaan J. and Dunkley, Jo and Ferraro, Simone and Fichman, Kyra and Gallardo, Patricio A. and Golec, Joseph E. and Guan, Yilun and Han, Dongwon and Hasselfield, Matthew and Hill, J. Colin and Hilton, Gene C. and Hilton, Matt and Hložek, Renée and Hubmayr, Johannes and Huffenberger, Kevin M. and Hughes, John P. and Koopman, Brian J. and Louis, Thibaut and MacInnis, Amanda and Madhavacheril, Mathew S. and McMahon, Jeff and Moodley, Kavilan and Naess, Sigurd and Namikawa, Toshiya and Nati, Federico and Newburgh, Laura B. and Nibarger, John P. and Niemack, Michael D. and Page, Lyman A. and Salatino, Maria and Schaan, Emmanuel and Schillaci, Alessandro and Sehgal, Neelima and Sherwin, Blake D. and Sifón, Cristóbal and Simon, Sara and Staggs, Suzanne T. and Storer, Emilie R. and Ullom, Joel N. and Van Engelen, Alexander and Van Lanen, Jeff and Vale, Leila R. and Wollack, Edward J. and Xu, Zhilei},
+   year={2021},
+   month=jul, pages={11} }
+
+@article{Planck:2018,
+   title={Planck2018 results: VI. Cosmological parameters},
+   volume={641},
+   ISSN={1432-0746},
+   url={http://dx.doi.org/10.1051/0004-6361/201833910},
+   DOI={10.1051/0004-6361/201833910},
+   journal={Astronomy &amp; Astrophysics},
+   publisher={EDP Sciences},
+   author={Aghanim, N. and Akrami, Y. and Ashdown, M. and Aumont, J. and Baccigalupi, C. and Ballardini, M. and Banday, A. J. and Barreiro, R. B. and Bartolo, N. and Basak, S. and Battye, R. and Benabed, K. and Bernard, J.-P. and Bersanelli, M. and Bielewicz, P. and Bock, J. J. and Bond, J. R. and Borrill, J. and Bouchet, F. R. and Boulanger, F. and Bucher, M. and Burigana, C. and Butler, R. C. and Calabrese, E. and Cardoso, J.-F. and Carron, J. and Challinor, A. and Chiang, H. C. and Chluba, J. and Colombo, L. P. L. and Combet, C. and Contreras, D. and Crill, B. P. and Cuttaia, F. and de Bernardis, P. and de Zotti, G. and Delabrouille, J. and Delouis, J.-M. and Di Valentino, E. and Diego, J. M. and Doré, O. and Douspis, M. and Ducout, A. and Dupac, X. and Dusini, S. and Efstathiou, G. and Elsner, F. and Enßlin, T. A. and Eriksen, H. K. and Fantaye, Y. and Farhang, M. and Fergusson, J. and Fernandez-Cobos, R. and Finelli, F. and Forastieri, F. and Frailis, M. and Fraisse, A. A. and Franceschi, E. and Frolov, A. and Galeotta, S. and Galli, S. and Ganga, K. and Génova-Santos, R. T. and Gerbino, M. and Ghosh, T. and González-Nuevo, J. and Górski, K. M. and Gratton, S. and Gruppuso, A. and Gudmundsson, J. E. and Hamann, J. and Handley, W. and Hansen, F. K. and Herranz, D. and Hildebrandt, S. R. and Hivon, E. and Huang, Z. and Jaffe, A. H. and Jones, W. C. and Karakci, A. and Keihänen, E. and Keskitalo, R. and Kiiveri, K. and Kim, J. and Kisner, T. S. and Knox, L. and Krachmalnicoff, N. and Kunz, M. and Kurki-Suonio, H. and Lagache, G. and Lamarre, J.-M. and Lasenby, A. and Lattanzi, M. and Lawrence, C. R. and Le Jeune, M. and Lemos, P. and Lesgourgues, J. and Levrier, F. and Lewis, A. and Liguori, M. and Lilje, P. B. and Lilley, M. and Lindholm, V. and López-Caniego, M. and Lubin, P. M. and Ma, Y.-Z. and Macías-Pérez, J. F. and Maggio, G. and Maino, D. and Mandolesi, N. and Mangilli, A. and Marcos-Caballero, A. and Maris, M. and Martin, P. G. and Martinelli, M. and Martínez-González, E. and Matarrese, S. and Mauri, N. and McEwen, J. D. and Meinhold, P. R. and Melchiorri, A. and Mennella, A. and Migliaccio, M. and Millea, M. and Mitra, S. and Miville-Deschênes, M.-A. and Molinari, D. and Montier, L. and Morgante, G. and Moss, A. and Natoli, P. and Nørgaard-Nielsen, H. U. and Pagano, L. and Paoletti, D. and Partridge, B. and Patanchon, G. and Peiris, H. V. and Perrotta, F. and Pettorino, V. and Piacentini, F. and Polastri, L. and Polenta, G. and Puget, J.-L. and Rachen, J. P. and Reinecke, M. and Remazeilles, M. and Renzi, A. and Rocha, G. and Rosset, C. and Roudier, G. and Rubiño-Martín, J. A. and Ruiz-Granados, B. and Salvati, L. and Sandri, M. and Savelainen, M. and Scott, D. and Shellard, E. P. S. and Sirignano, C. and Sirri, G. and Spencer, L. D. and Sunyaev, R. and Suur-Uski, A.-S. and Tauber, J. A. and Tavagnacco, D. and Tenti, M. and Toffolatti, L. and Tomasi, M. and Trombetti, T. and Valenziano, L. and Valiviita, J. and Van Tent, B. and Vibert, L. and Vielva, P. and Villa, F. and Vittorio, N. and Wandelt, B. D. and Wehus, I. K. and White, M. and White, S. D. M. and Zacchei, A. and Zonca, A.},
+   year={2020},
+   month=sep, pages={A6} }
+
+@article{Colossus:2018,
+   title={COLOSSUS: A Python Toolkit for Cosmology, Large-scale Structure, and Dark Matter Halos},
+   volume={239},
+   ISSN={1538-4365},
+   url={http://dx.doi.org/10.3847/1538-4365/aaee8c},
+   DOI={10.3847/1538-4365/aaee8c},
+   number={2},
+   journal={The Astrophysical Journal Supplement Series},
+   publisher={American Astronomical Society},
+   author={Diemer, Benedikt},
+   year={2018},
+   month=dec, pages={35} }
+
+@article{Astropy:2013,
+   title={Astropy: A community Python package for astronomy},
+   volume={558},
+   ISSN={1432-0746},
+   url={http://dx.doi.org/10.1051/0004-6361/201322068},
+   DOI={10.1051/0004-6361/201322068},
+   journal={Astronomy &amp; Astrophysics},
+   publisher={EDP Sciences},
+   author={Robitaille, Thomas P. and Tollerud, Erik J. and Greenfield, Perry and Droettboom, Michael and Bray, Erik and Aldcroft, Tom and Davis, Matt and Ginsburg, Adam and Price-Whelan, Adrian M. and Kerzendorf, Wolfgang E. and Conley, Alexander and Crighton, Neil and Barbary, Kyle and Muna, Demitri and Ferguson, Henry and Grollier, Frédéric and Parikh, Madhura M. and Nair, Prasanth H. and Günther, Hans M. and Deil, Christoph and Woillez, Julien and Conseil, Simon and Kramer, Roban and Turner, James E. H. and Singer, Leo and Fox, Ryan and Weaver, Benjamin A. and Zabalza, Victor and Edwards, Zachary I. and Azalee Bostroem, K. and Burke, D. J. and Casey, Andrew R. and Crawford, Steven M. and Dencheva, Nadia and Ely, Justin and Jenness, Tim and Labrie, Kathleen and Lim, Pey Lian and Pierfederici, Francesco and Pontzen, Andrew and Ptak, Andy and Refsdal, Brian and Servillat, Mathieu and Streicher, Ole},
+   year={2013},
+   month=sep, pages={A33} }
+
+@misc{actnotebooks:2015,
+  author = {{McMahon, Jeff and Hlozek, Renee, and et al.}},
+  title = "{CMB Analysis Summer School Notebooks}",
+  note = "\url{https://github.com/jeffmcm1977/CMBAnalysis_SummerSchool}",
+  year = 2024}
+
+@misc{pixell:2024,
+  author = {{Simons Observatory Collaboration Analysis Library Task Force}},
+  title = "{pixell}",
+  note = "\url{https://github.com/simonsobs/pixell}",
+  year = 2024}
+
+@article{dolagSimulationTechniquesCosmological2008a,
+  title = {Simulation {{Techniques}} for {{Cosmological Simulations}}},
+  author = {Dolag, K. and Borgani, S. and Schindler, S. and Diaferio, A. and Bykov, A. M.},
+  year = {2008},
+  month = feb,
+  journal = {Space Sci Rev},
+  volume = {134},
+  number = {1},
+  pages = {229--268},
+  issn = {1572-9672},
+  doi = {10.1007/s11214-008-9316-5},
+  urldate = {2023-05-28},
+  abstract = {Modern cosmological observations allow us to study in great detail the evolution and history of the large scale structure hierarchy. The fundamental problem of accurate constraints on the cosmological parameters, within a given cosmological model, requires precise modelling of the observed structure. In this paper we briefly review the current most effective techniques of large scale structure simulations, emphasising both their advantages and shortcomings. Starting with basics of the direct N-body simulations appropriate to modelling cold dark matter evolution, we then discuss the direct-sum technique GRAPE, particle-mesh (PM) and hybrid methods, combining the PM and the tree algorithms. Simulations of baryonic matter in the Universe often use hydrodynamic codes based on both particle methods that discretise mass, and grid-based methods. We briefly describe Eulerian grid methods, and also some variants of Lagrangian smoothed particle hydrodynamics (SPH) methods.},
+  langid = {english},
+  keywords = {Cosmology: theory,Hydrodynamics,Large-scale structure of universe,Method: numerical N-body simulations},
+  file = {/Users/nord/Zotero/storage/C2S356EF/Dolag et al. - 2008 - Simulation Techniques for Cosmological Simulations.pdf}
+}
+
+@article{hanDeepLearningSimulations2021a,
+  title = {Deep Learning Simulations of the Microwave Sky},
+  author = {Han, Dongwon and Sehgal, Neelima and {Villaescusa-Navarro}, Francisco},
+  year = {2021},
+  month = dec,
+  journal = {Phys. Rev. D},
+  volume = {104},
+  number = {12},
+  pages = {123521},
+  publisher = {{American Physical Society}},
+  doi = {10.1103/PhysRevD.104.123521},
+  urldate = {2023-05-28},
+  abstract = {We present 500 high-resolution, full-sky millimeter-wave deep learning (DL) simulations that include lensed CMB maps and correlated foreground components. We find that these MillimeterDL simulations can reproduce a wide range of non-Gaussian summary statistics matching the input training simulations, while only being optimized to match the power spectra. The procedure we develop in this work enables the capability to mass produce independent full-sky realizations from a single expensive full-sky simulation, when ordinarily the latter would not provide enough training data. We also circumvent a common limitation of high-resolution DL simulations that they be confined to small sky areas, often due to memory or GPU issues; we do this by developing a ``stitching'' procedure that can recover the large-scale, high-order statistics and avoid discontinuities or repeated features in the maps. In addition, since our network takes as input a full-sky lensing convergence map, it can in principle take a full-sky lensing convergence map from any large-scale structure (LSS) simulation and generate the corresponding lensed CMB and correlated foreground components at millimeter wavelengths; this is especially useful in the current era of combining results from both CMB and LSS surveys, which require a common set of simulations.},
+  file = {/Users/nord/Zotero/storage/HPRCDT6D/Han et al. - 2021 - Deep learning simulations of the microwave sky.pdf;/Users/nord/Zotero/storage/M97TRQQ3/PhysRevD.104.html}
+}
+
+@article{liSimulatedCatalogsMaps2022,
+  title = {Simulated Catalogs and Maps of Radio Galaxies at Millimeter Wavelengths in {{Websky}}},
+  author = {Li, Zack and Puglisi, Giuseppe and Madhavacheril, Mathew S. and Alvarez, Marcelo A.},
+  year = {2022},
+  month = aug,
+  journal = {J. Cosmol. Astropart. Phys.},
+  volume = {2022},
+  number = {08},
+  pages = {029},
+  publisher = {{IOP Publishing}},
+  issn = {1475-7516},
+  doi = {10.1088/1475-7516/2022/08/029},
+  urldate = {2023-05-28},
+  abstract = {We present simulated millimeter-wavelength maps and catalogs of radio galaxies across the full sky that trace the nonlinear clustering and evolution of dark matter halos from the Websky simulation at z {$<$} 4.6 and M halo {$>$} 1012 m {$\odot$}/h, and the accompanying framework for generating a new sample of radio galaxies from any halo catalog of positions, redshifts, and masses. Object fluxes are generated using a hybrid approach that combines (1) existing astrophysical halo models of radio galaxies from the literature to determine the positions and rank-ordering of the observed fluxes with (2) empirical models from the literature based on fits to the observed distribution of flux densities and (3) spectral indices drawn from an empirically-calibrated frequency-dependent distribution. The resulting population of radio galaxies is in excellent agreement with the number counts, polarization fractions, and distribution of spectral slopes from the data from observations at millimeter wavelengths from 20-200 GHz, including Planck, ALMA, SPT, and ACT. Since the radio galaxies are correlated with the existing cosmic infrared background (CIB), Compton-y (tSZ), and CMB lensing maps from Websky, our model makes new predictions for the cross-correlation power spectra and stacked profiles of radio galaxies and these other components. These simulations will be important for unbiased analysis of a wide variety of observables that are correlated with large-scale structure, such as gravitational lensing and SZ clusters.},
+  langid = {english},
+  file = {/Users/nord/Zotero/storage/W5KBJZL6/Li et al. - 2022 - Simulated catalogs and maps of radio galaxies at m.pdf}
+}
+
+@article{rothschildEmulatingSunyaevZeldovichImages2022,
+  title = {Emulating {{Sunyaev-Zeldovich Images}} of {{Galaxy Clusters}} Using {{Auto-Encoders}}},
+  author = {Rothschild, Tibor and Nagai, Daisuke and Aung, Han and Green, Sheridan B. and Ntampaka, Michelle and ZuHone, John},
+  year = {2022},
+  month = apr,
+  journal = {Monthly Notices of the Royal Astronomical Society},
+  volume = {513},
+  number = {1},
+  eprint = {2110.02232},
+  primaryclass = {astro-ph},
+  pages = {333--344},
+  issn = {0035-8711, 1365-2966},
+  doi = {10.1093/mnras/stac438},
+  urldate = {2023-05-28},
+  abstract = {We develop a machine learning algorithm that generates high-resolution thermal Sunyaev-Zeldovich (SZ) maps of novel galaxy clusters given only halo mass and mass accretion rate. The algorithm uses a conditional variational autoencoder (CVAE) in the form of a convolutional neural network and is trained with SZ maps generated from the IllustrisTNG simulation. Our method can reproduce many of the details of galaxy clusters that analytical models usually lack, such as internal structure and aspherical distribution of gas created by mergers, while achieving the same computational feasibility, allowing us to generate mock SZ maps for over \$10\^{}5\$ clusters in 30 seconds on a laptop. We show that the model is capable of generating novel clusters (i.e. not found in the training set) and that the model accurately reproduces the effects of mass and mass accretion rate on the SZ images, such as scatter, asymmetry, and concentration, in addition to modeling merging sub-clusters. This work demonstrates the viability of machine-learning--based methods for producing the number of realistic, high-resolution maps of galaxy clusters necessary to achieve statistical constraints from future SZ surveys.},
+  archiveprefix = {arxiv},
+  keywords = {/unread,Astrophysics - Cosmology and Nongalactic Astrophysics},
+  file = {/Users/nord/Zotero/storage/L4HE6UPR/Rothschild et al. - 2022 - Emulating Sunyaev-Zeldovich Images of Galaxy Clust.pdf;/Users/nord/Zotero/storage/L32SR5IH/2110.html}
+}
+
+@article{steinWebskyExtragalacticCMB2020a,
+  title = {The {{Websky}} Extragalactic {{CMB}} Simulations},
+  author = {Stein, George and Alvarez, Marcelo A. and Bond, J. Richard and van Engelen, Alexander and Battaglia, Nicholas},
+  year = {2020},
+  month = oct,
+  journal = {J. Cosmol. Astropart. Phys.},
+  volume = {2020},
+  number = {10},
+  pages = {012},
+  issn = {1475-7516},
+  doi = {2020100515130300},
+  urldate = {2023-05-28},
+  abstract = {We present a new pipeline for the efficient generation of synthetic observations of the extragalactic microwave sky, tailored to large ground-based CMB experiments such as the Simons Observatory, Advanced ACTPol, SPT-3G, and CMB-S4. Such simulated observations are a key technical challenge in cosmology because of the dynamic range and accuracy required. The first part of the pipeline generates a random cosmological realization in the form of a dark matter halo catalog and matter displacement field, as seen from a given position. The halo catalog and displacement field are modeled with ellipsoidal collapse dynamics and Lagrangian perturbation theory, respectively. In the second part, the cosmological realization is converted into a set of intensity maps over the range 10--103 GHz using models based on existing observations and hydrodynamical simulations. These maps include infrared emission from dusty star forming galaxies (CIB), Comptonization of CMB photons by hot gas in groups and clusters through the thermal Sunyaev-Zel'dovich effect (tSZ), Doppler boosting by Thomson scattering of the CMB by bulk flows through the kinetic Sunyaev-Zel'dovich effect (kSZ), and weak gravitational lensing of primary CMB anisotropies by the large-scale distribution of matter in the universe. After describing the pipeline and its implementation, we present the Websky maps, created from a realization of the cosmic web on our past light cone in the redshift interval 0},
+  langid = {english},
+  keywords = {/unread},
+  file = {/Users/nord/Zotero/storage/SK9PA79G/Stein et al. - 2020 - The Websky extragalactic CMB simulations.pdf}
+}
+
+@article{yamadaImagingSimulationsSunyaevZel2012,
+  title = {Imaging {{Simulations}} of the {{Sunyaev-Zel}}'dovich {{Effect}} for {{ALMA}}},
+  author = {Yamada, K. and others},
+  year = {2012},
+  journal = {Publ. Astron. Soc. Jap.},
+  volume = {64},
+  pages = {102},
+  doi = {10.1093/pasj/64.5.102},
+  file = {/Users/nord/Zotero/storage/PPALISHB/Yamada and others - 2012 - Imaging Simulations of the Sunyaev-Zel'dovich Effe.pdf}
+}
+
+@article{sehgalSimulationsMicrowaveSky2010,
+  title = {Simulations of the {{Microwave Sky}}},
+  author = {Sehgal, Neelima and Bode, Paul and Das, Sudeep and {Hernandez-Monteagudo}, Carlos and Huffenberger, Kevin and Lin, Yen-Ting and Ostriker, Jeremiah P. and Trac, Hy},
+  year = {2010},
+  month = feb,
+  journal = {ApJ},
+  volume = {709},
+  number = {2},
+  eprint = {0908.0540},
+  primaryclass = {astro-ph},
+  pages = {920--936},
+  issn = {0004-637X, 1538-4357},
+  doi = {10.1088/0004-637X/709/2/920},
+  urldate = {2024-02-26},
+  abstract = {We create realistic, full-sky, half-arcminute resolution simulations of the microwave sky matched to the most recent astrophysical observations. The primary purpose of these simulations is to test the data reduction pipeline for the Atacama Cosmology Telescope (ACT) experiment; however, we have widened the frequency coverage beyond the ACT bands to make these simulations applicable to other microwave background experiments. Some of the novel features of these simulations are that the radio and infrared galaxy populations are correlated with the galaxy cluster populations, the CMB is lensed by the dark matter structure in the simulation via a ray-tracing code, the contribution to the thermal and kinetic Sunyaev-Zel'dovich (SZ) signals from galaxy clusters, groups, and the IGM has been included, and the gas prescription to model the SZ signals matches the most recent X-ray observations. Regarding the contamination of cluster SZ flux by radio galaxies, we find for 148 GHz (90 GHz) only 3\% (4\%) of halos have their SZ decrements contaminated at a level of 20\% or more. We find the contamination levels higher for infrared galaxies. However, at 90 GHz, less than 20\% of clusters with M\_\{200\} {$>$} 2.5 x 10\^{}\{14\} Msun and z{$<$}1.2 have their SZ decrements filled in at a level of 20\% or more. At 148 GHz, less than 20\% of clusters with M\_\{200\} {$>$} 2.5 x 10\^{}\{14\} Msun and z{$<$}0.8 have their SZ decrements filled in at a level of 50\% or larger. Our models also suggest that a population of very high flux infrared galaxies, which are likely lensed sources, contribute most to the SZ contamination of very massive clusters at 90 and 148 GHz. These simulations are publicly available and should serve as a useful tool for microwave surveys to cross-check SZ cluster detection, power spectrum, and cross-correlation analyses.},
+  archiveprefix = {arxiv},
+  keywords = {/unread,Astrophysics - Cosmology and Nongalactic Astrophysics,Astrophysics - Instrumentation and Methods for Astrophysics},
+  file = {/Users/nord/Zotero/storage/P6KQDKA4/Sehgal et al. - 2010 - Simulations of the Microwave Sky.pdf;/Users/nord/Zotero/storage/M3I98DZS/0908.html}
+}
+
+
+@article{alonsoUnifiedPseudoC_2019,
+  title = {A Unified Pseudo-\${{C}}\_{\textbackslash}ell\$ Framework},
+  author = {Alonso, David and Sanchez, Javier and Slosar, An{\v z}e},
+  year = {2019},
+  month = apr,
+  journal = {Monthly Notices of the Royal Astronomical Society},
+  volume = {484},
+  number = {3},
+  eprint = {1809.09603},
+  primaryclass = {astro-ph},
+  pages = {4127--4151},
+  issn = {0035-8711, 1365-2966},
+  doi = {10.1093/mnras/stz093},
+  urldate = {2024-02-26},
+  abstract = {The pseudo-\$C\_{\textbackslash}ell\$ is an algorithm for estimating the angular power and cross-power spectra that is very fast and, in realistic cases, also nearly optimal. The algorithm can be extended to deal with contaminant deprojection and \$E/B\$ purification, and can therefore be applied in a wide variety of scenarios of interest for current and future cosmological observations. This paper presents NaMaster, a public, validated, accurate and easy-to-use software package that, for the first time, provides a unified framework to compute angular cross-power spectra of any pair of spin-0 or spin-2 fields, contaminated by an arbitrary number of linear systematics and requiring \$B\$- or \$E\$-mode purification, both on the sphere or in the flat-sky approximation. We describe the mathematical background of the estimator, including all the features above, and its software implementation in NaMaster. We construct a validation suite that aims to resemble the types of observations that next-generation large-scale structure and ground-based CMB experiments will face, and use it to show that the code is able to recover the input power spectra in the most complex scenarios with no detectable bias. NaMaster can be found at https://github.com/LSSTDESC/NaMaster, and is provided with comprehensive documentation and a number of code examples.},
+  archiveprefix = {arxiv},
+  keywords = {/unread,Astrophysics - Cosmology and Nongalactic Astrophysics},
+  file = {/Users/nord/Zotero/storage/GJSPLQ9D/Alonso et al. - 2019 - A unified pseudo-$C_ell$ framework.pdf;/Users/nord/Zotero/storage/JB38ASBK/1809.html}
+}
+
+@article{blasCosmicLinearAnisotropy2011,
+  title = {The {{Cosmic Linear Anisotropy Solving System}} ({{CLASS}}) {{II}}: {{Approximation}} Schemes},
+  shorttitle = {The {{Cosmic Linear Anisotropy Solving System}} ({{CLASS}}) {{II}}},
+  author = {Blas, Diego and Lesgourgues, Julien and Tram, Thomas},
+  year = {2011},
+  month = jul,
+  journal = {J. Cosmol. Astropart. Phys.},
+  volume = {2011},
+  number = {07},
+  eprint = {1104.2933},
+  primaryclass = {astro-ph},
+  pages = {034--034},
+  issn = {1475-7516},
+  doi = {10.1088/1475-7516/2011/07/034},
+  urldate = {2024-02-26},
+  abstract = {Boltzmann codes are used extensively by several groups for constraining cosmological parameters with Cosmic Microwave Background and Large Scale Structure data. This activity is computationally expensive, since a typical project requires from 10'000 to 100'000 Boltzmann code executions. The newly released code CLASS (Cosmic Linear Anisotropy Solving System) incorporates improved approximation schemes leading to a simultaneous gain in speed and precision. We describe here the three approximations used by CLASS for basic LambdaCDM models, namely: a baryon-photon tight-coupling approximation which can be set to first order, second order or to a compromise between the two; an ultra-relativistic fluid approximation which had not been implemented in public distributions before; and finally a radiation streaming approximation taking reionisation into account.},
+  archiveprefix = {arxiv},
+  keywords = {/unread,Astrophysics - Cosmology and Nongalactic Astrophysics},
+  file = {/Users/nord/Zotero/storage/ZMPLJBG6/Blas et al. - 2011 - The Cosmic Linear Anisotropy Solving System (CLASS.pdf;/Users/nord/Zotero/storage/VSGG4277/1104.html}
+}
+
+@misc{bollietClass_szOverview2023,
+  title = {Class\_sz {{I}}: {{Overview}}},
+  shorttitle = {Class\_sz {{I}}},
+  author = {Bolliet, B. and Kusiak, A. and McCarthy, F. and Sabyr, A. and Surrao, K. and Hill, J. C. and Chluba, J. and Ferraro, S. and Hadzhiyska, B. and Han, D. and {Mac{\'i}as-P{\'e}rez}, J. F. and Madhavacheril, M. and Maniyar, A. and Mehta, Y. and Pandey, S. and Schaan, E. and Sherwin, B. and Mancini, A. Spurio and Zubeldia, {\'I}},
+  year = {2023},
+  month = oct,
+  number = {arXiv:2310.18482},
+  eprint = {2310.18482},
+  primaryclass = {astro-ph},
+  publisher = {{arXiv}},
+  doi = {10.48550/arXiv.2310.18482},
+  urldate = {2024-02-26},
+  abstract = {class\_sz is a versatile and robust code in C and Python that can compute theoretical predictions for a wide range of observables relevant to cross-survey science in the Stage IV era. The code is public at https://github.com/CLASS-SZ/class\_sz along with a series of tutorial notebooks (https://github.com/CLASS-SZ/notebooks). It will be presented in full detail in paper II. Here we give a brief overview of key features and usage.},
+  archiveprefix = {arxiv},
+  keywords = {/unread,Astrophysics - Cosmology and Nongalactic Astrophysics,Astrophysics - Instrumentation and Methods for Astrophysics},
+  file = {/Users/nord/Zotero/storage/FPGGYYZ4/Bolliet et al. - 2023 - class_sz I Overview.pdf;/Users/nord/Zotero/storage/GJRXRG5R/2310.html}
+}
+
+@misc{lesgourguesCosmicLinearAnisotropy2011,
+  title = {The {{Cosmic Linear Anisotropy Solving System}} ({{CLASS}}) {{I}}: {{Overview}}},
+  shorttitle = {The {{Cosmic Linear Anisotropy Solving System}} ({{CLASS}}) {{I}}},
+  author = {Lesgourgues, Julien},
+  year = {2011},
+  month = may,
+  number = {arXiv:1104.2932},
+  eprint = {1104.2932},
+  primaryclass = {astro-ph},
+  publisher = {{arXiv}},
+  doi = {10.48550/arXiv.1104.2932},
+  urldate = {2024-02-26},
+  abstract = {The Cosmic Linear Anisotropy Solving System (CLASS) is a new accurate Boltzmann code, designed to offer a more user-friendly and flexible coding environment to cosmologists. CLASS is very structured, easy to modify, and offers a rigorous way to control the accuracy of output quantities. It is also incidentally a bit faster than other codes. In this overview, we present the general principles of CLASS and its basic structure. We insist on the friendliness and flexibility aspects, while accuracy, physical approximations and performances are discussed in a series of companion papers.},
+  archiveprefix = {arxiv},
+  keywords = {/unread,Astrophysics - Cosmology and Nongalactic Astrophysics,Astrophysics - Instrumentation and Methods for Astrophysics},
+  file = {/Users/nord/Zotero/storage/JK6F5CS5/Lesgourgues - 2011 - The Cosmic Linear Anisotropy Solving System (CLASS.pdf;/Users/nord/Zotero/storage/JBLA8DIY/1104.html}
+}
+
diff --git a/paper/paper.md b/paper/paper.md
index cd20e30..89e3a3f 100644
--- a/paper/paper.md
+++ b/paper/paper.md
@@ -7,53 +7,133 @@ tags:
   - galaxy clusters
   - astronomy
 authors:
-  - name: Author 1
+  - name: Eve M. Vavagiakis
+    orcid: 0000-0002-2105-7589
+    equal-contrib: true
+    affiliation: "1, 2" 
+  - name: Samuel D. McDermott
+    orcid: 0000-0001-5513-1938
+    equal-contrib: true
+    affiliation: "3"
+  - name: Humna Awan
+    orcid: 0000-0003-2296-7717
+    equal-contrib: true
+    affiliation: "4, 5" 
+  - name: Elaine Y. Ran
+    orcid: 0009-0007-1681-4745
+    equal-contrib: true
+    affiliation: "2"
+  - name: Kush Banker
+    orcid: 0009-0000-8099-2609
+    equal-contrib: true
+    affiliation: "6" 
+  - name: Samantha Usman
     orcid: 0000-0000-0000-0000
     equal-contrib: true
-    affiliation: "1, 2" # (Multiple affiliations must be quoted)
+    affiliation: "3" 
+  - name: Camille Avestruz
+    orcid: 0000-0001-8868-0810
+    equal-contrib: true
+    affiliation: "4, 5" 
+  - name: Brian Nord
+    orcid: 0000-0001-6706-8972
+    equal-contrib: true
+    affiliation: "3, 6, 8" 
 
 affiliations:
- - name: Affil 1
+ - name: Department of Physics, Duke University, Durham, NC 27708, USA 
    index: 1
- - name: Affil 2
+ - name: Department of Physics, Cornell University, Ithaca, NY 14853, USA
    index: 2
- - name: Affil 3
+ - name: Department of Astronomy and Astrophysics University of Chicago, Chicago, IL
    index: 3
-date: 13 August 2023
+ - name: Department of Physics University of Michigan, Ann Arbor, MI 48109
+   index: 4
+ - name: Leinweber Center for Theoretical Physics, University of Michigan, Ann Arbor, MI 48109
+   index: 5
+ - name: Department of Physics, The College, University of Chicago, 5801 S Ellis Ave, Chicago, IL 60637
+   index: 6
+ - name: Kavli Institute for Cosmological Physics, University of Chicago, 5801 S Ellis Ave, Chicago, IL 60637
+   index: 7
+ - name: Fermi National Accelerator Laboratory, Batavia, IL 60510, USA
+   index: 8
+date: 12 July 2024
 bibliography: paper.bib
 
+Authors: E. M. Vavagiakis, S. McDermott, H. Awan, E. Ran, K. Banker, S. Usman, C. Avestruz, Brian Nord
+
 
 ---
 
-based on: https://joss.theoj.org/papers/10.21105/joss.00388
 
 # Summary
 
-< 10 sentences
+Current and upcoming measurements of the cosmic microwave background (CMB), the oldest observable light in the universe, elucidate the fundamental physics of our universe, including the development of cosmic large-scale structure. Galaxy clusters are the largest gravitationally bound structures in our universe and make up a significant portion of this large-scale structure. Through measurements of galaxy clusters, we can derive insights into the growth of structure and place powerful constraints on cosmology. Simulations of galaxy clusters that are well-matched to upcoming data sets are a key tool for addressing systematics (e.g., cluster mass inference) that limit these current and future cluster-based cosmology constraints. However, most state-of-the-art simulations are too computationally intensive to produce multiple versions of significant  systematic effects: from underlying gas physics to observational modeling uncertainties. 
+
+We present DeepSZSim, a novel user-friendly Python framework for generating simulations of the CMB and the thermal Sunyaev–Zel’dovich (tSZ) effect in galaxy clusters, which is  based on average galaxy cluster thermal pressure profile models. DeepSZSim includes CMB power spectra generation using CAMB and simulated CMB temperature maps using `namaster` [@alonsoUnifiedPseudoC_2019], as well as tSZ signal modeling, instrument beam convolution, and noise. By tuning the input parameters based on a cosmology, distributions of halo mass and redshift, and experiment properties (e.g., map depth and observation frequency), users are able to generate a variety of simulated primary and secondary CMB anisotropy images. These simulations offer a fast and flexible method for generating large datasets to test mass inference methods like machine learning and simulation-based inference. 
 
-Broad context of the field. State of the art simulations for SZ effect. Need for and current lack of fast, accessible simulations for ML. Dual purpose of student training. Tunability of sims and near-term goals for ML use with Deep Skies.
+# Statement of Need
 
-# Statement of need
+DeepSZSim fits a unique niche within the plethora of existing CMB primary and secondary anisotropy simulations and software. These simulators and data sets range in size, detail, and accuracy, speed, and ease of use. Most simulators are computationally intensive, and most simulated datasets are not optimized for machine learning training sets. For example, N-body simulations provide the major setting for high-fidelity forward models of the universe [@sehgalSimulationsMicrowaveSky2010, @liSimulatedCatalogsMaps2022, @steinWebskyExtragalacticCMB2020a, @IllustrisTNG]. These simulations are uniquely capable of capturing both large-scale and small-scale spatial modes of the cosmic web and the CMB and at multiple time steps. To achieve this, N-body simulations have high computational costs and are inflexible with respect to the specific physics models used in the simulations. Mechanistic forward modeling can provide much faster and at least somewhat lower fidelity (less-detailed) simulations [@lesgourguesCosmicLinearAnisotropy2011, @bollietClass_szOverview2023]. Other methods deploy a combination of N-body and mechanistic models [@yamadaImagingSimulationsSunyaevZel2012]. Machine learning has been tested for producing simulations of the CMB with generative adversarial networks [@hanDeepLearningSimulations2021a] and with autoencoders [@rothschildEmulatingSunyaevZeldovichImages2022]: unfortunately, machine learning methods for generative modeling lack interpretability and uncertainty quantification.
 
-< 20 sentences
+Overall, most software and simulations are difficult to access, especially for researchers new to these subjects, including students: they are not publicly available and are difficult to install. There is a need for codebases that are accessible, inexpensive, and multi-fidelity. 
 
-Field need for well-tuned sims and ML methods. Niche our sims fill with Deep Skies, student training, and future science plans.
+While lacking the fidelity of N-body simulations, DeepSZSim meets a need for a user-friendly, fast, and realistic simulation of CMB primary anisotropies via DeepCMBSim, alongside tSZ signal modeling with highly customizable observational inputs. This is valuable for building and testing a wide range of models for the classification and detection of CMB-related objects like SZ clusters. This is particularly useful for machine learning settings, which typically require a large amount of data, which is often not available from N-body simulations. DeepSZSim is currently being used by Deep Skies researchers to generate large catalogs of CMB+tSZ signal submaps to study galaxy cluster parameter inference via simulation-based inference. 
 
 # Features
 
-Descriptions of functions included in DeepSZSim. Figure 1: code schematic. Figure 2: Submaps, 4x4, including 1D pressure profile, 2D Compton-y map, 2D all-noise map, and 2D all+noise map.
+The DeepSZSim package uses the DeepCMBSim package to simulate large-scale modes of the CMB. These modes are combined with the SZ effect to generate realistic simulations of cluster images.
+
+The full package workflow is demonstrated in Figure \autoref{fig:workflow}. 
+
+![Software workflow for the `DeepSZSim` package, including the elements of `DeepCMBsim`.\label{fig:workflow}](figures/DeepSZSim_Workflow.png)
+
+
+
+## DeepCMBSim Modul
 
-# Citations
+The `DeepCMBsim` package combines physical processes and sources of noise in a software framework that enables fast and realistic simulation of the CMB in which key cosmological parameters can be varied. DeepCMBSim simulates correlations of temperatures and polarization signals from the CMB, including large-scale gravitational lensing and BB polarization caused by non-zero tensor-to-scalar ratios.
 
+DeepCMBSim’s primary physics module is `camb_power_spectrum`, which defines the `CAMBPowerSpectrum` class. This calls `CAMB` `[@Lewis:1999bs; @Howlett:2012mh]`. The power spectrum of the noise follows the form in `[@Hu:2001kj]`, assuming statistical independence in the Stokes parameters `[@Knox:1995dq; @Zaldarriaga:1996xe]`.
+This software allows the user to specify cosmological parameters (e.g., omega matter, omega baryon, the lensing scale, the tensor-to-scalar ratio, which are inputs to CAMB) and experiment parameters (e.g., white noise level, beam size) in a  `yaml` configuration file to permit a user-friendly interface to permit reproducible simulations. The default parameters reproduce the Planck 2018 cosmology `[@Planck:2018vyg]`. 
 
-For a quick reference, the following citation commands can be used:
-- `@author:2001`  ->  "Author et al. (2001)"
-- `[@author:2001]` -> "(Author et al., 2001)"
-- `[@author1:2001; @author2:2001]` -> "(Author1 et al., 2001; Author2 et al., 2002)"
+![Example output angular spectra for the `DeepCMBsim` package for a set of tensor-to-scalar ratios r and lens scaling factors A_lens.\label{fig:cmb}](figures/CMBSpectra_Examples.png)
 
+We present examples of the primary outputs from `DeepCMBSim` in  Figure \autoref{fig:cmb}.
+
+
+
+## SZ Cluster Simulation
+
+`DeepSZsim` includes code for producing fast simulations of the thermal SZ effect for galaxy halos of varying mass and redshift, based on average thermal pressure profile fits from Battaglia et al. 2012 `[@Battaglia:2012]`. The output is an array of simulated submaps of the tSZ effect associated with galaxy halos, which can include simulated CMB, instrument beam convolution, and/or white noise. 
+
+The user provides inputs to generate an array of redshift and mass ($M_200$) for dark matter halos, the desired pixel and submap size for the output submaps, and inputs such as experiment properties (observation frequency, noise level, beam size) and a cosmological model. These inputs are easily customizable, or the user can run defaults based on the Atacama Cosmology Telescope `[@ACT:2021]` and Planck cosmology `[@Planck:2019]`. Cosmology computations depend on `colossus` `[@Colossus:2018]` and `astropy` `[@Astropy:2013]`.
+
+From these inputs, pressure profiles [cite], Compton-y profiles [cite], and tSZ signal maps are generated for the dark matter halo array. Simulated CMB primary anisotropy maps can be generated through a dependency on `DeepCMBSim`. Final simulated submaps can include instrument beam convolution and white noise `[@actnotebooks:2015]`. Plotting functions for the simulations and an aperture photometry filter are included as tools. The submap handling functions rely on `pixell` `[@pixell:2024]`.
+
+![Example outputs for the `DeepSZsim` package for a set of masses, redshifts, and noise configurations.\label{fig:sz}](figures/SZCluster_Examples.png)
+
+We present examples of the primary outputs from `DeepSZSim` in Figure \autoref{fig:sz}. 
 
 # Acknowledgements
 
-We acknowledge the Deep Skies Lab as a community of multi-domain experts and collaborators who’ve facilitated an environment of open discussion, idea-generation, and collaboration. This community was important for the development of this project.
+*E. M. Vavagiakis*: methodology, software, writing, supervision.
+*S. D. McDermott*: methodology, software, writing, supervision. 
+*H. Awan*: methodology, software, writing. 
+*E. Y. Ran*: methodology, software
+*K. Banker*: methodology, software
+*S. Usman*: methodology, software
+*C. Avestruz*: conceptualization, methodology, project administration, funding acquisition, supervision, writing 
+*Brian Nord*: conceptualization, methodology, project administration, funding acquisition, supervision, writing.
+
+We acknowledge contributions from Maggie Voetberg, Junhe Zhang, Helen Tan, Ioana Corescu, and Antwine Willis.
+
+We acknowledge the Deep Skies Lab as a community of multi-domain experts and collaborators who’ve facilitated an environment of open discussion, idea generation, and collaboration. This community was important for the development of this project.
+
+Work supported by the Fermi National Accelerator Laboratory, managed and operated by Fermi Research Alliance, LLC under Contract No. DE-AC02-07CH11359 with the U.S. Department of Energy. The U.S. Government retains and the publisher, by accepting the article for publication, acknowledges that the U.S. Government retains a non-exclusive, paid-up, irrevocable, world-wide license to publish or reproduce the published form of this manuscript, or allow others to do so, for U.S. Government purposes. 
+
+This material is based upon work supported by the National Science Foundation under Grant No. AST-2202237.
+
+This material is based upon work supported by the National Science Foundation under Grant No. 2009944.
 
-# References
\ No newline at end of file
+# References
diff --git a/pyproject.toml b/pyproject.toml
index f54021f..06c7030 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,4 +24,4 @@ pytest = "^7.3.1"
 pytest-cov = "^4.0.0"
 
 [tool.setuptools.packages.find]
-namespaces = false
\ No newline at end of file
+namespaces = false