diff --git a/examples/Paper_v2.0/fig_2halo_miscentering_boost_theory.ipynb b/examples/Paper_v2.0/fig_2halo_miscentering_boost_theory.ipynb
new file mode 100644
index 000000000..9c63f2915
--- /dev/null
+++ b/examples/Paper_v2.0/fig_2halo_miscentering_boost_theory.ipynb
@@ -0,0 +1,204 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Figure to show the new 2-halo term and miscentering functionality"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Imports specific to clmm "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "os.environ[\n",
+    "    \"CLMM_MODELING_BACKEND\"\n",
+    "] = \"ccl\"  # here you may choose ccl, nc (NumCosmo) or ct (cluster_toolkit)\n",
+    "\n",
+    "import clmm\n",
+    "from clmm import Cosmology\n",
+    "import clmm.utils as u"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Make sure we know which version we're using"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "clmm.__version__"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Define a cosmology using astropy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cosmo = Cosmology(H0=67.0, Omega_dm0=0.315 - 0.045, Omega_b0=0.045, Omega_k0=0.0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Define the galaxy cluster model.  Here, we choose parameters that describe the galaxy cluster model, including the mass definition, concentration, and mass distribution.  For the mass distribution, we choose a distribution that follows an NFW profile."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "moo = clmm.Modeling(massdef=\"mean\", delta_mdef=200, halo_profile_model=\"nfw\")\n",
+    "\n",
+    "mass_cl = 1.e14\n",
+    "z_cl = 0.4\n",
+    "\n",
+    "conc_cl = 5.4# Duffy08 value for this halo mass and redshift (see last commented cell)\n",
+    "halo_bias = 2.4 # Tkinker10 value for this halo mass and redshift (see last commented cell)\n",
+    "\n",
+    "moo.set_cosmo(cosmo)\n",
+    "moo.set_concentration(conc_cl)\n",
+    "moo.set_mass(mass_cl)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "r_proj = np.logspace(-2, 2, 100)\n",
+    "\n",
+    "DeltaSigma = moo.eval_excess_surface_density(r_proj, z_cl)\n",
+    "\n",
+    "# Miscentered DeltaSigma\n",
+    "DeltaSigma_mis = moo.eval_excess_surface_density(r_proj, z_cl, r_mis=0.2)\n",
+    "\n",
+    "# 2halo DeltaSigma\n",
+    "DeltaSigma_2h = moo.eval_excess_surface_density_2h(r_proj, z_cl, halobias=6)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "r_scale = 0.3\n",
+    "nfw_boost = u.compute_nfw_boost(r_proj, r_scale, boost0=0.2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Plot the predicted profiles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(7,6))\n",
+    "\n",
+    "ax.loglog(r_proj, DeltaSigma,label='1-halo, centered, reference', color='k')\n",
+    "ax.loglog(r_proj, DeltaSigma/nfw_boost, ls=':', label='1-halo, corrected with NFW boost model', color='grey')\n",
+    "ax.loglog(r_proj, DeltaSigma_mis , ls ='--', label='1-halo, miscentered, R_mis = 0.2 Mpc')\n",
+    "ax.loglog(r_proj, DeltaSigma_2h, ls='dashdot', label='2-halo', color='green')\n",
+    "ax.legend(loc=1, fontsize=13)\n",
+    "\n",
+    "ax.set_xlabel('R [Mpc]', fontsize=15)\n",
+    "ax.set_ylabel(r'$\\Delta\\Sigma$ [M$_\\odot$ Mpc$^{-2}$]', fontsize=15)\n",
+    "ax.tick_params(axis='x', labelsize=15)\n",
+    "ax.tick_params(axis='y', labelsize=15)\n",
+    "ax.set_ylim([8.e10, 1e16])\n",
+    "\n",
+    "fig.tight_layout()\n",
+    "fig.savefig('2h_miscentering_boost.png')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Typical values for halo_bias and concentration to use in the the example, computed using CCL\n",
+    "\n",
+    "import pyccl as ccl\n",
+    "\n",
+    "cosmo = ccl.Cosmology(Omega_c=0.27, Omega_b=0.045, h=0.67, sigma8=0.83, n_s=0.96)\n",
+    "\n",
+    "a = 1./(1+z_cl)\n",
+    "\n",
+    "bias = ccl.halos.HaloBiasTinker10(mass_def='200m', mass_def_strict=True)\n",
+    "conc = ccl.halos.concentration.ConcentrationDuffy08(mass_def='200m')\n",
+    "\n",
+    "bias(cosmo, mass_cl, a), conc(cosmo, mass_cl, a)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "wrk",
+   "language": "python",
+   "name": "wrk"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/Paper_v2.0/paper_formating.py b/examples/Paper_v2.0/paper_formating.py
new file mode 100644
index 000000000..36314e1ee
--- /dev/null
+++ b/examples/Paper_v2.0/paper_formating.py
@@ -0,0 +1,423 @@
+import matplotlib as mpl
+import pylab as plt
+
+
+def prep_plot(
+    figsize=(9, 9),
+    adjust=None,  # {'left':0.2, 'right':0.95, 'top':0.94, 'bottom':0.2},
+    subplots=False,
+):
+    main_parameters = {
+        "figure.dpi": 300.0,
+        "legend.fontsize": 10,
+        "axes.labelsize": 12,
+        "axes.titlesize": 12,
+        "xtick.labelsize": 12,
+        "ytick.labelsize": 12,
+        "axes.linewidth": 0.8,
+        "xtick.major.width": 0.8,
+        "ytick.major.width": 0.8,
+        "errorbar.capsize": 0.8,
+        #'errorbar.capthick': 0.4,
+        #'errorbar.elinewidth': 0.4,
+    }
+    other_parameters = {
+        "legend": {
+            "fontsize": 10,
+        },
+        "xlabel": {},  # {'fontsize': 2,},
+        "ylabel": {},  # {'fontsize': 20,},
+        "xtick": {"labelsize": 10},
+        "ytick": {"labelsize": 10},
+    }
+    plt.clf()
+    _figsize = list(x / 2.54 for x in figsize)
+    print(_figsize)
+    if subplots:
+        try:
+            fig, axes = plt.subplots(*subplots, figsize=_figsize)
+        except:
+            fig, axes = plt.subplots(subplots, figsize=_figsize)
+    else:
+        fig = plt.figure(figsize=_figsize)
+    if adjust is not None:
+        plt.subplots_adjust(**adjust)
+    mpl.rcParams.update(main_parameters)
+    # mpl.rc('xtick', **other_parameters['xtick'])
+    # mpl.rc('ytick', **other_parameters['ytick'])
+
+    if subplots:
+        return fig, axes
+    return fig
+
+
+default = {
+    "_internal.classic_mode": False,
+    "agg.path.chunksize": 0,
+    "animation.avconv_args": [],
+    "animation.avconv_path": "avconv",
+    "animation.bitrate": -1,
+    "animation.codec": "h264",
+    "animation.convert_args": [],
+    "animation.convert_path": "convert",
+    "animation.embed_limit": 20.0,
+    "animation.ffmpeg_args": [],
+    "animation.ffmpeg_path": "ffmpeg",
+    "animation.frame_format": "png",
+    "animation.html": "none",
+    "animation.html_args": [],
+    "animation.writer": "ffmpeg",
+    "axes.autolimit_mode": "data",
+    "axes.axisbelow": "line",
+    "axes.edgecolor": "black",
+    "axes.facecolor": "white",
+    "axes.formatter.limits": [-7, 7],
+    "axes.formatter.min_exponent": 0,
+    "axes.formatter.offset_threshold": 4,
+    "axes.formatter.use_locale": False,
+    "axes.formatter.use_mathtext": False,
+    "axes.formatter.useoffset": True,
+    "axes.grid": False,
+    "axes.grid.axis": "both",
+    "axes.grid.which": "major",
+    "axes.labelcolor": "black",
+    "axes.labelpad": 4.0,
+    "axes.labelsize": 20.0,
+    "axes.labelweight": "normal",
+    "axes.linewidth": 0.8,
+    "axes.prop_cycle": mpl.cycler(
+        "color",
+        [
+            "#1f77b4",
+            "#ff7f0e",
+            "#2ca02c",
+            "#d62728",
+            "#9467bd",
+            "#8c564b",
+            "#e377c2",
+            "#7f7f7f",
+            "#bcbd22",
+            "#17becf",
+        ],
+    ),
+    "axes.spines.bottom": True,
+    "axes.spines.left": True,
+    "axes.spines.right": True,
+    "axes.spines.top": True,
+    "axes.titlepad": 6.0,
+    "axes.titlesize": 20.0,
+    "axes.titleweight": "normal",
+    "axes.unicode_minus": True,
+    "axes.xmargin": 0.05,
+    "axes.ymargin": 0.05,
+    "axes3d.grid": True,
+    "backend": "module://ipykernel.pylab.backend_inline",
+    "backend.qt4": None,
+    "backend.qt5": None,
+    "backend_fallback": True,
+    "boxplot.bootstrap": None,
+    "boxplot.boxprops.color": "black",
+    "boxplot.boxprops.linestyle": "-",
+    "boxplot.boxprops.linewidth": 1.0,
+    "boxplot.capprops.color": "black",
+    "boxplot.capprops.linestyle": "-",
+    "boxplot.capprops.linewidth": 1.0,
+    "boxplot.flierprops.color": "black",
+    "boxplot.flierprops.linestyle": "none",
+    "boxplot.flierprops.linewidth": 1.0,
+    "boxplot.flierprops.marker": "o",
+    "boxplot.flierprops.markeredgecolor": "black",
+    "boxplot.flierprops.markerfacecolor": "none",
+    "boxplot.flierprops.markersize": 6.0,
+    "boxplot.meanline": False,
+    "boxplot.meanprops.color": "C2",
+    "boxplot.meanprops.linestyle": "--",
+    "boxplot.meanprops.linewidth": 1.0,
+    "boxplot.meanprops.marker": "^",
+    "boxplot.meanprops.markeredgecolor": "C2",
+    "boxplot.meanprops.markerfacecolor": "C2",
+    "boxplot.meanprops.markersize": 6.0,
+    "boxplot.medianprops.color": "C1",
+    "boxplot.medianprops.linestyle": "-",
+    "boxplot.medianprops.linewidth": 1.0,
+    "boxplot.notch": False,
+    "boxplot.patchartist": False,
+    "boxplot.showbox": True,
+    "boxplot.showcaps": True,
+    "boxplot.showfliers": True,
+    "boxplot.showmeans": False,
+    "boxplot.vertical": True,
+    "boxplot.whiskerprops.color": "black",
+    "boxplot.whiskerprops.linestyle": "-",
+    "boxplot.whiskerprops.linewidth": 1.0,
+    "boxplot.whiskers": 1.5,
+    "contour.corner_mask": True,
+    "contour.negative_linestyle": "dashed",
+    "datapath": "/opt/conda/lib/python3.6/site-packages/matplotlib/mpl-data",
+    "date.autoformatter.day": "%Y-%m-%d",
+    "date.autoformatter.hour": "%m-%d %H",
+    "date.autoformatter.microsecond": "%M:%S.%f",
+    "date.autoformatter.minute": "%d %H:%M",
+    "date.autoformatter.month": "%Y-%m",
+    "date.autoformatter.second": "%H:%M:%S",
+    "date.autoformatter.year": "%Y",
+    "docstring.hardcopy": False,
+    "errorbar.capsize": 0.0,
+    "examples.directory": "",
+    "figure.autolayout": False,
+    "figure.constrained_layout.h_pad": 0.04167,
+    "figure.constrained_layout.hspace": 0.02,
+    "figure.constrained_layout.use": False,
+    "figure.constrained_layout.w_pad": 0.04167,
+    "figure.constrained_layout.wspace": 0.02,
+    "figure.dpi": 100.0,
+    "figure.edgecolor": "white",
+    "figure.facecolor": "white",
+    "figure.figsize": [6.4, 4.8],
+    "figure.frameon": True,
+    "figure.max_open_warning": 20,
+    "figure.subplot.bottom": 0.11,
+    "figure.subplot.hspace": 0.2,
+    "figure.subplot.left": 0.125,
+    "figure.subplot.right": 0.9,
+    "figure.subplot.top": 0.88,
+    "figure.subplot.wspace": 0.2,
+    "figure.titlesize": "large",
+    "figure.titleweight": "normal",
+    "font.cursive": [
+        "Apple Chancery",
+        "Textile",
+        "Zapf Chancery",
+        "Sand",
+        "Script MT",
+        "Felipa",
+        "cursive",
+    ],
+    "font.family": ["sans-serif"],
+    "font.fantasy": [
+        "Comic Sans MS",
+        "Chicago",
+        "Charcoal",
+        "Impact",
+        "Western",
+        "Humor Sans",
+        "xkcd",
+        "fantasy",
+    ],
+    "font.monospace": [
+        "DejaVu Sans Mono",
+        "Bitstream Vera Sans Mono",
+        "Computer Modern Typewriter",
+        "Andale Mono",
+        "Nimbus Mono L",
+        "Courier New",
+        "Courier",
+        "Fixed",
+        "Terminal",
+        "monospace",
+    ],
+    "font.sans-serif": [
+        "DejaVu Sans",
+        "Bitstream Vera Sans",
+        "Computer Modern Sans Serif",
+        "Lucida Grande",
+        "Verdana",
+        "Geneva",
+        "Lucid",
+        "Arial",
+        "Helvetica",
+        "Avant Garde",
+        "sans-serif",
+    ],
+    "font.serif": [
+        "DejaVu Serif",
+        "Bitstream Vera Serif",
+        "Computer Modern Roman",
+        "New Century Schoolbook",
+        "Century Schoolbook L",
+        "Utopia",
+        "ITC Bookman",
+        "Bookman",
+        "Nimbus Roman No9 L",
+        "Times New Roman",
+        "Times",
+        "Palatino",
+        "Charter",
+        "serif",
+    ],
+    "font.size": 10.0,
+    "font.stretch": "normal",
+    "font.style": "normal",
+    "font.variant": "normal",
+    "font.weight": "normal",
+    "grid.alpha": 1.0,
+    "grid.color": "#b0b0b0",
+    "grid.linestyle": "-",
+    "grid.linewidth": 0.8,
+    "hatch.color": "black",
+    "hatch.linewidth": 1.0,
+    "hist.bins": 10,
+    "image.aspect": "equal",
+    "image.cmap": "viridis",
+    "image.composite_image": True,
+    "image.interpolation": "nearest",
+    "image.lut": 256,
+    "image.origin": "upper",
+    "image.resample": True,
+    "interactive": True,
+    "keymap.all_axes": ["a"],
+    "keymap.back": ["left", "c", "backspace"],
+    "keymap.copy": ["ctrl+c", "cmd+c"],
+    "keymap.forward": ["right", "v"],
+    "keymap.fullscreen": ["f", "ctrl+f"],
+    "keymap.grid": ["g"],
+    "keymap.grid_minor": ["G"],
+    "keymap.help": ["f1"],
+    "keymap.home": ["h", "r", "home"],
+    "keymap.pan": ["p"],
+    "keymap.quit": ["ctrl+w", "cmd+w", "q"],
+    "keymap.quit_all": ["W", "cmd+W", "Q"],
+    "keymap.save": ["s", "ctrl+s"],
+    "keymap.xscale": ["k", "L"],
+    "keymap.yscale": ["l"],
+    "keymap.zoom": ["o"],
+    "legend.borderaxespad": 0.5,
+    "legend.borderpad": 0.4,
+    "legend.columnspacing": 2.0,
+    "legend.edgecolor": "0.8",
+    "legend.facecolor": "inherit",
+    "legend.fancybox": True,
+    "legend.fontsize": 20.0,
+    "legend.framealpha": 0.8,
+    "legend.frameon": True,
+    "legend.handleheight": 0.7,
+    "legend.handlelength": 2.0,
+    "legend.handletextpad": 0.8,
+    "legend.labelspacing": 0.5,
+    "legend.loc": "best",
+    "legend.markerscale": 1.0,
+    "legend.numpoints": 1,
+    "legend.scatterpoints": 1,
+    "legend.shadow": False,
+    "legend.title_fontsize": None,
+    "lines.antialiased": True,
+    "lines.color": "C0",
+    "lines.dash_capstyle": "butt",
+    "lines.dash_joinstyle": "round",
+    "lines.dashdot_pattern": [6.4, 1.6, 1.0, 1.6],
+    "lines.dashed_pattern": [3.7, 1.6],
+    "lines.dotted_pattern": [1.0, 1.65],
+    "lines.linestyle": "-",
+    "lines.linewidth": 1.5,
+    "lines.marker": "None",
+    "lines.markeredgecolor": "auto",
+    "lines.markeredgewidth": 1.0,
+    "lines.markerfacecolor": "auto",
+    "lines.markersize": 6.0,
+    "lines.scale_dashes": True,
+    "lines.solid_capstyle": "projecting",
+    "lines.solid_joinstyle": "round",
+    "markers.fillstyle": "full",
+    "mathtext.bf": "sans:bold",
+    "mathtext.cal": "cursive",
+    "mathtext.default": "it",
+    "mathtext.fallback_to_cm": True,
+    "mathtext.fontset": "dejavusans",
+    "mathtext.it": "sans:italic",
+    "mathtext.rm": "sans",
+    "mathtext.sf": "sans",
+    "mathtext.tt": "monospace",
+    "patch.antialiased": True,
+    "patch.edgecolor": "black",
+    "patch.facecolor": "C0",
+    "patch.force_edgecolor": False,
+    "patch.linewidth": 1.0,
+    "path.effects": [],
+    "path.simplify": True,
+    "path.simplify_threshold": 0.1111111111111111,
+    "path.sketch": None,
+    "path.snap": True,
+    "pdf.compression": 6,
+    "pdf.fonttype": 3,
+    "pdf.inheritcolor": False,
+    "pdf.use14corefonts": False,
+    "pgf.preamble": [],
+    "pgf.rcfonts": True,
+    "pgf.texsystem": "xelatex",
+    "polaraxes.grid": True,
+    "ps.distiller.res": 6000,
+    "ps.fonttype": 3,
+    "ps.papersize": "letter",
+    "ps.useafm": False,
+    "ps.usedistiller": False,
+    "savefig.bbox": None,
+    "savefig.directory": "~",
+    "savefig.dpi": "figure",
+    "savefig.edgecolor": "white",
+    "savefig.facecolor": "white",
+    "savefig.format": "png",
+    "savefig.frameon": True,
+    "savefig.jpeg_quality": 95,
+    "savefig.orientation": "portrait",
+    "savefig.pad_inches": 0.1,
+    "savefig.transparent": False,
+    "scatter.marker": "o",
+    "svg.fonttype": "path",
+    "svg.hashsalt": None,
+    "svg.image_inline": True,
+    "text.antialiased": True,
+    "text.color": "black",
+    "text.hinting": "auto",
+    "text.hinting_factor": 8,
+    "text.latex.preamble": [],
+    "text.latex.preview": False,
+    "text.latex.unicode": True,
+    "text.usetex": False,
+    "timezone": "UTC",
+    "tk.window_focus": False,
+    "toolbar": "toolbar2",
+    "verbose.fileo": "sys.stdout",
+    "verbose.level": "silent",
+    "webagg.address": "127.0.0.1",
+    "webagg.open_in_browser": True,
+    "webagg.port": 8988,
+    "webagg.port_retries": 50,
+    "xtick.alignment": "center",
+    "xtick.bottom": True,
+    "xtick.color": "black",
+    "xtick.direction": "out",
+    "xtick.labelbottom": True,
+    "xtick.labelsize": 18.0,
+    "xtick.labeltop": False,
+    "xtick.major.bottom": True,
+    "xtick.major.pad": 3.5,
+    "xtick.major.size": 3.5,
+    "xtick.major.top": True,
+    "xtick.major.width": 0.8,
+    "xtick.minor.bottom": True,
+    "xtick.minor.pad": 3.4,
+    "xtick.minor.size": 2.0,
+    "xtick.minor.top": True,
+    "xtick.minor.visible": False,
+    "xtick.minor.width": 0.6,
+    "xtick.top": False,
+    "ytick.alignment": "center_baseline",
+    "ytick.color": "black",
+    "ytick.direction": "out",
+    "ytick.labelleft": True,
+    "ytick.labelright": False,
+    "ytick.labelsize": 18.0,
+    "ytick.left": True,
+    "ytick.major.left": True,
+    "ytick.major.pad": 3.5,
+    "ytick.major.right": True,
+    "ytick.major.size": 3.5,
+    "ytick.major.width": 0.8,
+    "ytick.minor.left": True,
+    "ytick.minor.pad": 3.4,
+    "ytick.minor.right": True,
+    "ytick.minor.size": 2.0,
+    "ytick.minor.visible": False,
+    "ytick.minor.width": 0.6,
+    "ytick.right": False,
+}