diff --git a/doc/source/data/Ni.cif b/doc/source/data/Ni.cif
new file mode 100644
index 0000000..cfaa968
--- /dev/null
+++ b/doc/source/data/Ni.cif
@@ -0,0 +1,216 @@
+data_New_Crystal
+_audit_creation_method         'generated by CrystalMaker 9.0.3'
+_cell_length_a                   3.5200(0)
+_cell_length_b                   3.5200(0)
+_cell_length_c                   3.5200(0)
+_cell_angle_alpha               90.0000(0)
+_cell_angle_beta                90.0000(0)
+_cell_angle_gamma               90.0000(0)
+
+_symmetry_space_group_name_H-M     'F m3m'
+_symmetry_Int_Tables_number         225
+_symmetry_cell_setting             cubic
+loop_
+_symmetry_equiv_pos_as_xyz
+'+x,+y,+z'
+'+x,1/2+y,1/2+z'
+'1/2+x,1/2+y,+z'
+'1/2+x,+y,1/2+z'
+'+z,+x,+y'
+'+z,1/2+x,1/2+y'
+'1/2+z,1/2+x,+y'
+'1/2+z,+x,1/2+y'
+'+y,+z,+x'
+'+y,1/2+z,1/2+x'
+'1/2+y,1/2+z,+x'
+'1/2+y,+z,1/2+x'
+'+x,+y,-z'
+'+x,1/2+y,1/2-z'
+'1/2+x,1/2+y,-z'
+'1/2+x,+y,1/2-z'
+'+z,+x,-y'
+'+z,1/2+x,1/2-y'
+'1/2+z,1/2+x,-y'
+'1/2+z,+x,1/2-y'
+'+y,+z,-x'
+'+y,1/2+z,1/2-x'
+'1/2+y,1/2+z,-x'
+'1/2+y,+z,1/2-x'
+'-x,+y,+z'
+'-x,1/2+y,1/2+z'
+'1/2-x,1/2+y,+z'
+'1/2-x,+y,1/2+z'
+'-z,+x,+y'
+'-z,1/2+x,1/2+y'
+'1/2-z,1/2+x,+y'
+'1/2-z,+x,1/2+y'
+'-y,+z,+x'
+'-y,1/2+z,1/2+x'
+'1/2-y,1/2+z,+x'
+'1/2-y,+z,1/2+x'
+'-x,+y,-z'
+'-x,1/2+y,1/2-z'
+'1/2-x,1/2+y,-z'
+'1/2-x,+y,1/2-z'
+'-z,+x,-y'
+'-z,1/2+x,1/2-y'
+'1/2-z,1/2+x,-y'
+'1/2-z,+x,1/2-y'
+'-y,+z,-x'
+'-y,1/2+z,1/2-x'
+'1/2-y,1/2+z,-x'
+'1/2-y,+z,1/2-x'
+'+y,+x,+z'
+'+y,1/2+x,1/2+z'
+'1/2+y,1/2+x,+z'
+'1/2+y,+x,1/2+z'
+'+x,+z,+y'
+'+x,1/2+z,1/2+y'
+'1/2+x,1/2+z,+y'
+'1/2+x,+z,1/2+y'
+'+z,+y,+x'
+'+z,1/2+y,1/2+x'
+'1/2+z,1/2+y,+x'
+'1/2+z,+y,1/2+x'
+'+y,+x,-z'
+'+y,1/2+x,1/2-z'
+'1/2+y,1/2+x,-z'
+'1/2+y,+x,1/2-z'
+'+x,+z,-y'
+'+x,1/2+z,1/2-y'
+'1/2+x,1/2+z,-y'
+'1/2+x,+z,1/2-y'
+'+z,+y,-x'
+'+z,1/2+y,1/2-x'
+'1/2+z,1/2+y,-x'
+'1/2+z,+y,1/2-x'
+'+y,-x,+z'
+'+y,1/2-x,1/2+z'
+'1/2+y,1/2-x,+z'
+'1/2+y,-x,1/2+z'
+'+x,-z,+y'
+'+x,1/2-z,1/2+y'
+'1/2+x,1/2-z,+y'
+'1/2+x,-z,1/2+y'
+'+z,-y,+x'
+'+z,1/2-y,1/2+x'
+'1/2+z,1/2-y,+x'
+'1/2+z,-y,1/2+x'
+'+y,-x,-z'
+'+y,1/2-x,1/2-z'
+'1/2+y,1/2-x,-z'
+'1/2+y,-x,1/2-z'
+'+x,-z,-y'
+'+x,1/2-z,1/2-y'
+'1/2+x,1/2-z,-y'
+'1/2+x,-z,1/2-y'
+'+z,-y,-x'
+'+z,1/2-y,1/2-x'
+'1/2+z,1/2-y,-x'
+'1/2+z,-y,1/2-x'
+'-x,-y,-z'
+'-x,1/2-y,1/2-z'
+'1/2-x,1/2-y,-z'
+'1/2-x,-y,1/2-z'
+'-z,-x,-y'
+'-z,1/2-x,1/2-y'
+'1/2-z,1/2-x,-y'
+'1/2-z,-x,1/2-y'
+'-y,-z,-x'
+'-y,1/2-z,1/2-x'
+'1/2-y,1/2-z,-x'
+'1/2-y,-z,1/2-x'
+'-x,-y,+z'
+'-x,1/2-y,1/2+z'
+'1/2-x,1/2-y,+z'
+'1/2-x,-y,1/2+z'
+'-z,-x,+y'
+'-z,1/2-x,1/2+y'
+'1/2-z,1/2-x,+y'
+'1/2-z,-x,1/2+y'
+'-y,-z,+x'
+'-y,1/2-z,1/2+x'
+'1/2-y,1/2-z,+x'
+'1/2-y,-z,1/2+x'
+'+x,-y,-z'
+'+x,1/2-y,1/2-z'
+'1/2+x,1/2-y,-z'
+'1/2+x,-y,1/2-z'
+'+z,-x,-y'
+'+z,1/2-x,1/2-y'
+'1/2+z,1/2-x,-y'
+'1/2+z,-x,1/2-y'
+'+y,-z,-x'
+'+y,1/2-z,1/2-x'
+'1/2+y,1/2-z,-x'
+'1/2+y,-z,1/2-x'
+'+x,-y,+z'
+'+x,1/2-y,1/2+z'
+'1/2+x,1/2-y,+z'
+'1/2+x,-y,1/2+z'
+'+z,-x,+y'
+'+z,1/2-x,1/2+y'
+'1/2+z,1/2-x,+y'
+'1/2+z,-x,1/2+y'
+'+y,-z,+x'
+'+y,1/2-z,1/2+x'
+'1/2+y,1/2-z,+x'
+'1/2+y,-z,1/2+x'
+'-y,-x,-z'
+'-y,1/2-x,1/2-z'
+'1/2-y,1/2-x,-z'
+'1/2-y,-x,1/2-z'
+'-x,-z,-y'
+'-x,1/2-z,1/2-y'
+'1/2-x,1/2-z,-y'
+'1/2-x,-z,1/2-y'
+'-z,-y,-x'
+'-z,1/2-y,1/2-x'
+'1/2-z,1/2-y,-x'
+'1/2-z,-y,1/2-x'
+'-y,-x,+z'
+'-y,1/2-x,1/2+z'
+'1/2-y,1/2-x,+z'
+'1/2-y,-x,1/2+z'
+'-x,-z,+y'
+'-x,1/2-z,1/2+y'
+'1/2-x,1/2-z,+y'
+'1/2-x,-z,1/2+y'
+'-z,-y,+x'
+'-z,1/2-y,1/2+x'
+'1/2-z,1/2-y,+x'
+'1/2-z,-y,1/2+x'
+'-y,+x,-z'
+'-y,1/2+x,1/2-z'
+'1/2-y,1/2+x,-z'
+'1/2-y,+x,1/2-z'
+'-x,+z,-y'
+'-x,1/2+z,1/2-y'
+'1/2-x,1/2+z,-y'
+'1/2-x,+z,1/2-y'
+'-z,+y,-x'
+'-z,1/2+y,1/2-x'
+'1/2-z,1/2+y,-x'
+'1/2-z,+y,1/2-x'
+'-y,+x,+z'
+'-y,1/2+x,1/2+z'
+'1/2-y,1/2+x,+z'
+'1/2-y,+x,1/2+z'
+'-x,+z,+y'
+'-x,1/2+z,1/2+y'
+'1/2-x,1/2+z,+y'
+'1/2-x,+z,1/2+y'
+'-z,+y,+x'
+'-z,1/2+y,1/2+x'
+'1/2-z,1/2+y,+x'
+'1/2-z,+y,1/2+x'
+
+loop_
+_atom_site_label
+_atom_site_type_symbol
+_atom_site_fract_x
+_atom_site_fract_y
+_atom_site_fract_z
+_atom_site_B_iso_or_equiv
+_atom_site_occupancy
+    Ni1    Ni      0.0000    0.0000    0.0000		0.1		1.0
diff --git a/doc/source/data/Ni.gr b/doc/source/data/Ni.gr
new file mode 100644
index 0000000..a1565fc
--- /dev/null
+++ b/doc/source/data/Ni.gr
@@ -0,0 +1,6022 @@
+# xPDFsuite Configuration #
+[PDF]
+wavelength = 0.1836
+dataformat = Qnm
+inputfile = Ni.chi
+backgroundfile =
+mode = xray
+bgscale = 1.0
+composition = Ni
+outputtype = gr
+qmaxinst = 25.0
+qmin = 0.5
+qmax = 25.0
+rmax = 60.0
+rmin = 0.0
+rstep = 0.01
+rpoly = 0.9
+
+#### start data
+#S 1
+#L r($\AA$)  G($\AA^{-2}$)
+0 0
+0.01 -0.000497956
+0.02 -0.000963367
+0.03 -0.00136826
+0.04 -0.0016883
+0.05 -0.00190424
+0.06 -0.00200301
+0.07 -0.0019785
+0.08 -0.00183191
+0.09 -0.00157013
+0.1 -0.00120451
+0.11 -0.000765717
+0.12 -0.000279977
+0.13 0.000223969
+0.14 0.000716587
+0.15 0.00116932
+0.16 0.00155625
+0.17 0.00185559
+0.18 0.00204722
+0.19 0.00211684
+0.2 0.00206813
+0.21 0.00190414
+0.22 0.00163274
+0.23 0.00126516
+0.24 0.000814111
+0.25 0.000291589
+0.26 -0.00029348
+0.27 -0.000940567
+0.28 -0.00165528
+0.29 -0.00245064
+0.3 -0.00335283
+0.31 -0.00439854
+0.32 -0.00563399
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+0.34 -0.00889334
+0.35 -0.0110333
+0.36 -0.0136142
+0.37 -0.0166653
+0.38 -0.0201915
+0.39 -0.0241829
+0.4 -0.0285954
+0.41 -0.0333445
+0.42 -0.0383002
+0.43 -0.0432836
+0.44 -0.0480648
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+0.46 -0.0556565
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+0.5 -0.0525102
+0.51 -0.0455077
+0.52 -0.0352366
+0.53 -0.0213724
+0.54 -0.00332425
+0.55 0.0187032
+0.56 0.0447171
+0.57 0.0745951
+0.58 0.108075
+0.59 0.14475
+0.6 0.184067
+0.61 0.225331
+0.62 0.26772
+0.63 0.310199
+0.64 0.35165
+0.65 0.390971
+0.66 0.427043
+0.67 0.458757
+0.68 0.485059
+0.69 0.504986
+0.7 0.517701
+0.71 0.522245
+0.72 0.517905
+0.73 0.504938
+0.74 0.483378
+0.75 0.453504
+0.76 0.415845
+0.77 0.371166
+0.78 0.320449
+0.79 0.264868
+0.8 0.205652
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+0.82 0.0829324
+0.83 0.0226016
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+0.85 -0.088739
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+2.41 5.27782
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+2.63 1.78283
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+2.65 0.809631
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diff --git a/doc/source/img/Ni_fit.png b/doc/source/img/Ni_fit.png
new file mode 100644
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diff --git a/doc/source/img/makerecipe_flow.png b/doc/source/img/makerecipe_flow.png
new file mode 100644
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diff --git a/doc/source/snippets/data_params.rst b/doc/source/snippets/data_params.rst
new file mode 100644
index 0000000..8bd4c90
--- /dev/null
+++ b/doc/source/snippets/data_params.rst
@@ -0,0 +1,37 @@
+.. list-table::
+   :widths: 2 6 2 2
+   :header-rows: 1
+   :class: wrap-text
+
+   * - PDF Parameter
+     - Description
+     - Refineable?
+     - Structural or Instrumental?
+   * - ``scale``
+     - Overall scaling factor between calculated and observed PDFs; sets the absolute intensity.
+     - Yes
+     - Instrumental
+   * - ``qdamp``
+     - Damping of PDF peaks due to limited experimental Q-range. Typically affects high-r ripples and overall peak amplitudes.
+     - Yes
+     - Instrumental
+   * - ``qbroad``
+     - Instrumental or sample-related broadening of PDF peaks. This is due to the fact that diffraction peaks have different widths as a function of Q.
+     - Yes
+     - Instrumental
+   * - ``qmin``
+     - Minimum Q included in the fit; sets the lower bound of the fourier transform (converting S(Q) to G(r)).
+     - No, from experiment/setup
+     - Instrumental
+   * - ``qmax``
+     - Maximum Q included in the fit; sets the upper bound of the fourier transform (converting S(Q) to G(r)).
+     - No, from experiment/setup
+     - Instrumental
+   * - ``rmin``
+     - Minimum r (distance) included in the fit; sets the lower bound of the fitting range.
+     - No, from experiment/setup
+     - Instrumental
+   * - ``rmax``
+     - Maximum r (distance) included in the fit; sets the upper bound of the fitting range.
+     - No, from experiment/setup
+     - Instrumental (unless fitting to nanoparticles)
diff --git a/doc/source/snippets/structure_params.rst b/doc/source/snippets/structure_params.rst
new file mode 100644
index 0000000..edfabed
--- /dev/null
+++ b/doc/source/snippets/structure_params.rst
@@ -0,0 +1,41 @@
+.. list-table::
+   :widths: 2 6 2 2
+   :header-rows: 1
+   :class: wrap-text
+
+   * - PDF Parameter
+     - Description
+     - Refineable?
+     - Structural or Instrumental?
+   * - ``a``, ``b``, ``c``
+     - Lattice parameters of the crystal structure.
+     - Yes
+     - Structural
+   * - ``alpha``, ``beta``, ``gamma``
+     - Angles between lattice vectors
+     - Yes
+     - Structural
+   * - ``delta1``
+     - Constant (r-independent) peak broadening parameter accounting for uniform broadening of PDF peaks due to static disorder or residual instrumental effects.
+     - Yes
+     - Both
+   * - ``delta2``
+     - Correlated motion parameter accounting for r-dependent broadening (increases with r) of PDF peaks due to correlated atomic motion.
+     - Yes
+     - Structural
+   * - ``biso`` or ``Uiso``
+     - Isotropic atomic displacement parameter (ADP); models thermal vibration/disorder for each atom type. (note: ``biso=8*pi^2*Uiso``)
+     - Yes
+     - Structural
+   * - ``uij``
+     - Anisotropic ADPs constrained by space group symmetry.
+     - Yes
+     - Structural
+   * - ``dscale``
+     - Correction factor for background or density mismatch.
+     - Sometimes; often fixed
+     - Instrumental
+   * - ``sratio``
+     - Ratio of coherent to incoherent scattering, used in some models.
+     - Sometimes
+     - Instrumental
diff --git a/doc/source/tutorials/index.rst b/doc/source/tutorials/index.rst
index 42fef8e..bdcce44 100644
--- a/doc/source/tutorials/index.rst
+++ b/doc/source/tutorials/index.rst
@@ -1,4 +1,228 @@
 Tutorials
 =========
 
-Examples usage of ``diffpy.cmi`` can be found at `this GitHub repo <https://github.com/diffpy/add2019-diffpy-cmi>`_. Tutorials coming soon...
+The atomic pair distribution function (PDF) provides a powerful route to understanding the local atomic structure of materials in real space.
+Despite its utility, PDF fitting and analysis can be challenging.
+The process of understand PDFs requires time, care, and the development of intuition to connect structural models to experimental data.
+Hopefully by the end of this tutorial series, PDF fitting will go from being a mysterious black box to a powerful tool in your structural analysis.
+
+Example usage of ``diffpy.cmi`` can be found at `this GitHub repo <https://github.com/diffpy/pdfttp_data>`_.
+
+.. _structural-parameters:
+
+Structural parameters
+---------------------
+
+Before we start fitting PDFs, lets first understand the parameters that will be refined on and what they mean.
+It is important to understand these parameters as they will help you gain better insight into the fitting process and
+how to interpret the results.
+
+.. include:: ../snippets/structure_params.rst
+
+.. _dataset-parameters:
+
+Dataset parameters
+------------------
+
+.. include:: ../snippets/data_params.rst
+
+
+Bulk Ni PDF fitting
+-------------------
+Although it is easier (and recommended) to fit PDFs of bulk homogeneous materials in `PDFgui <https://github.com/diffpy/diffpy.pdfgui>`_,
+fitting a bulk PDF in ``diffpy.cmi`` will provide you with a deeper insight into the fitting process. Additionally, this pedagogical
+example will help you build up confidence in using ``diffpy.cmi``.
+
+For bulk PDFs, we highly recommend using PDFgui. PDFgui is a great stepping stone before using ``diffpy.cmi``.
+If you don't know how to use PDFgui, please see this
+`PDFgui tutorial <https://www.diffpy.org/diffpy.pdfgui/tutorial.html#lesson-1-creating-simple-fit-of-ni-pdf>`_
+to fit the same Ni PDF with PDFgui.
+
+.. admonition:: Data Download
+
+    First, visit `this link <https://github.com/Billingegroup/pdfttp_data/raw/main/ch03NiModelling/data/Ni.cif>`_ and download the files for this tutorial:
+
+    - ``Ni.cif``
+    - ``Ni.gr``
+
+1. To start, we must first import all necessary modules and packages.
+
+   .. code-block:: python
+
+      import matplotlib.pyplot as plt
+      import numpy as np
+
+      from diffpy.utils.parsers.loaddata import loadData
+      from diffpy.structure import loadStructure
+      from diffpy.srfit.fitbase import FitContribution, FitRecipe
+      from diffpy.srfit.fitbase import Profile
+      from diffpy.srfit.pdf import PDFParser, PDFGenerator
+      from diffpy.structure.parsers import getParser
+      from diffpy.srfit.structure import constrainAsSpaceGroup
+
+2. As a sanity check, lets load the cif and PDF data to see what they look like.
+
+   .. code-block:: python
+
+      stru_path = "~/path/to/data/Ni.cif"
+      data_path = "~/path/to/data/Ni.gr"
+      # Load the structure and PDF data
+      structure = loadStructure(stru_path)
+      pdf_data = loadData(data_path)
+      print("Ni cif file:")
+      print(structure)
+
+      r = pdf_data[:, 0]
+      g = pdf_data[:, 1]
+      plt.plot(r, g, label="PDF Data")
+      plt.xlabel("r (Angstrom)")
+      plt.ylabel("G(r)")
+      plt.title("Ni PDF Data")
+      plt.legend()
+      plt.show()
+
+3. Once you see the data and have a feel for it, we can begin the fitting process. We will first define
+   the :ref:`dataset-parameters` and :ref:`Structural parameters <structural-parameters>`. These values
+   will be used to initialize our fit. Given this data, these values are reasonable starting points.
+
+   .. code-block:: python
+
+      PDF_RMIN = 1.5
+      PDF_RMAX = 50
+      PDF_RSTEP = 0.01
+      QMAX = 25
+      QMIN = 0.1
+      CUBICLAT_I = 3.52
+      SCALE_I = 0.4
+      UISO_I = 0.005
+      DELTA2_I = 2
+      QDAMP_I = 0.04
+      QBROAD_I = 0.02
+
+4. Now, we will define a function called ``make_recipe``.
+   This function will essentially tell the fit what to do. It contains all the necessary parameters and
+   contributions for the PDF fitting process. Because looking at a function with a lot of code is scary,
+   here is a gist of what the function does.
+
+
+   .. image:: ../img/makerecipe_flow.png
+      :alt: codecov-in-pr-comment
+      :width: 210px
+      :align: right
+
+   - **Parses PDF data:** Given the PDF data file it extracts the Q_min and Q_max values.
+   - **Parses cif file:** Given the cif file it extracts the structure and space group information.
+   - **Simulates a PDF:** Given the structure, it computes a simulated PDF over predefined r-range.
+   - **Creates a Fit Contribution:** This will hold the simulated PDF and the experimental PDF.
+   - **Creates a Fit Recipe:** This is the main recipe that combines all contributions and parameters for the fit.
+   - **Refines params based on Fit Recipe:** When the function is called, the parameters defined in the fit recipe are refined to best fit the data.
+
+
+
+   .. code-block:: python
+
+      def make_recipe(cif_path, dat_path):
+
+          # 1. Get structural info
+          p_cif = getParser('cif') # Get the parser for CIF files
+          stru = p_cif.parseFile(cif_path) # Using the parser, load the structure from the CIF
+          sg = p_cif.spacegroup.short_name # Get the space group to constrain the fit later on
+
+          # 2. Get PDF data
+          profile = Profile() # Create a Profile object to hold PDF data and metadata
+          parser = PDFParser() # Create a PDFParser to get the appropriate Q_min and Q_max
+          parser.parseFile(dat_path) # Parse the PDF data file
+          profile.loadParsedData(parser) # Load the parsed PDF data into the profile
+          profile.setCalculationRange(
+              xmin=PDF_RMIN, xmax=PDF_RMAX, dx=PDF_RSTEP
+          )  # Set the calculation range for the PDF fit
+
+          # 3. Create a PDFGenerator to generate a simulated PDF from the structure
+          genpdf = PDFGenerator("generatedPDF") # Give the generator a name
+          genpdf.setStructure(stru, periodic=True) # Give the generator the structure
+
+          # 4. Create a Fit Contribution object
+          contribution = FitContribution("niPDFfit") # Give the contribution a name
+          contribution.addProfileGenerator(genpdf) # Add the PDFGenerator to the contribution
+
+          # 5. Add the Profile to the contribution
+          contribution.setProfile(profile, xname="r") # Add the Profile to the contribution
+
+          # 6. Set the equation used to combine the simulated PDF with the experimental PDF
+          contribution.setEquation("s1*generatedPDF") # scaling factor for the simulated PDF
+
+          # 7. Create a Fit Recipe which turns our physics model into a mathematical recipe
+          recipe = FitRecipe()
+          recipe.addContribution(contribution) # Add the contribution to the recipe
+
+          # 8. Initialize the experimental parameters
+          recipe.niPDFfit.generatedPDF.qdamp.value = QDAMP_I
+          recipe.niPDFfit.generatedPDF.qbroad.value = QBROAD_I
+          recipe.niPDFfit.generatedPDF.setQmin(QMIN)
+          recipe.niPDFfit.generatedPDF.setQmax(QMAX)
+
+          # 9. Add scaling factor to the recipe
+          recipe.addVar(contribution.s1, value=SCALE_I, tag="scale")
+
+          # 10. Add structural params to recipe, constraining them to the space group
+          spacegroupparams = constrainAsSpaceGroup(genpdf.phase, sg) # Extract SG constraints
+          for par in spacegroupparams.latpars: # Iterate over constrained lattice parameters
+              recipe.addVar(par,
+                              value=CUBICLAT_I,
+                              name="fcc_lat",
+                              tag="lat")
+          for par in spacegroupparams.adppars: # Iterate over constrained ADPs
+              recipe.addVar(par,
+                              value=UISO_I,
+                              fixed=False,
+                              name="fcc_ADP",
+                              tag="adp")
+          recipe.addVar(genpdf.delta2,
+                          name="Ni_Delta2",
+                          value=DELTA2_I,
+                          tag="d2") # Add delta2 parameter for PDF peak broadening
+
+          # 11. Add instrumental Qdamp and Qbroad parameters to the recipe
+          recipe.addVar(genpdf.qdamp,
+                          fixed=False,
+                          name="Calib_Qdamp",
+                          value=QDAMP_I,
+                          tag="inst")
+          recipe.addVar(genpdf.qbroad,
+                          fixed=False,
+                          name="Calib_Qbroad",
+                          value=QBROAD_I,
+                          tag="inst")
+          return recipe
+
+5. Now we can call ``make_recipe`` and plot the fit, experimental, and difference curves to evaluate how well the data fit.
+
+   .. code-block:: python
+
+      recipe = make_recipe(cif_path, dat_path) # Call the function to create the fit recipe
+      recipe()
+      r = recipe.pdfcontrib.profile.x
+      g = recipe.pdfcontrib.profile.y
+      gcalc = recipe.pdfcontrib.profile.ycalc
+      diffzero = -0.65 * max(g) * np.ones_like(g) # offset the difference curve
+      diff = g - gcalc + diffzero
+
+      plt.figure(figsize=(15, 6))
+      plt.scatter(r, g, label="Experimental PDF")
+      plt.plot(r, gcalc, label="Fitted PDF")
+      plt.plot(r, diff, label="Difference")
+
+      plt.xlabel("r (Angstrom)")
+      plt.ylabel("G(r)")
+      plt.title("Ni PDF Fit")
+      plt.legend()
+      plt.show()
+
+   Once you run the above code, you should see a plot similar to the one below.
+
+   .. image:: ../img/Ni_Fit.png
+       :alt: codecov-in-pr-comment
+       :width: 700px
+       :align: center
+
+Congratulations! You have successfully fit a bulk Ni PDF using ``diffpy.cmi``. You are now one step closer to becoming a PDF fitting expert.
diff --git a/news/tutorial1.rst b/news/tutorial1.rst
new file mode 100644
index 0000000..2bac106
--- /dev/null
+++ b/news/tutorial1.rst
@@ -0,0 +1,23 @@
+**Added:**
+
+* Add bulk Ni PDF fitting tutorial.
+
+**Changed:**
+
+* <news item>
+
+**Deprecated:**
+
+* <news item>
+
+**Removed:**
+
+* <news item>
+
+**Fixed:**
+
+* <news item>
+
+**Security:**
+
+* <news item>