From 914a6381bc1b354362644ec23c7260c88985c926 Mon Sep 17 00:00:00 2001
From: Gabriel Stefanini Vicente <gvicente@worldbank.org>
Date: Wed, 19 Jul 2023 15:46:28 -0400
Subject: [PATCH 01/10] Update table of contents

---
 LICENSE.md       | 541 -----------------------------------------------
 docs/_config.yml |  25 ++-
 docs/_toc.yml    |  19 +-
 3 files changed, 13 insertions(+), 572 deletions(-)
 delete mode 100644 LICENSE.md

diff --git a/LICENSE.md b/LICENSE.md
deleted file mode 100644
index a4c957f..0000000
--- a/LICENSE.md
+++ /dev/null
@@ -1,541 +0,0 @@
-World Bank Master Community License Agreement
-
-THIS WORLD BANK COMMUNITY LICENSE AGREEMENT ("Agreement") is entered
-between the International Bank for Reconstruction and
-Development/International Development Association ("<ins>World Bank</ins>")
-and the party identified as licensee on the signature page of this
-Agreement ("Licensee"). Licensee and the World Bank are each referred to
-herein as a "<ins>Party</ins>" and collectively as, the "<ins>Parties</ins>".
-
-A.  The World Bank has developed that certain computer software
-    identified on Exhibit B ("<ins>Licensed Software</ins>") for use for the
-    public good and desire to make the Licensed Software available to
-    Licensee on a royalty-free basis, subject to certain other terms and
-    conditions.
-
-B.  Licensee wishes to secure certain rights to use, modify and
-    sublicense the Licensed Software.
-
-NOW, THEREFORE, in consideration of the mutual promises of the Parties
-and other good and valuable consideration, receipt of which is hereby
-acknowledged, the Parties agree as follows:
-
-1. Definitions
-
-    1. **"Contribution"** means any subject matter which is created by
-        any person, which subject matter has the effect of adding to,
-        deleting from, replacing, or otherwise modifying the text,
-        binary or other material in a Core Program, whether deriving
-        directly from a Core Program or from Licensed Software. A
-        Contribution may be included in the same file as material from a
-        Core Program, or in a separate file that is or can be used in
-        connection with a compilation, build or similar process to add
-        to, delete from, replace or otherwise modify material from the
-        file containing Licensed Software.
-
-    2. **"Core Programs"** mean the Computer programs and associated
-        data originally created by or for the World Bank as part of the
-        Licensed Software and made available by the World Bank or its
-        licensees pursuant to the terms equivalent to those of this
-        Agreement.
-
-    3. **"Covered Licensee"** has the meaning set forth in Section 2.3.
-
-    4. **"Covered Work"** means any work that includes Licensed
-        Software and Independent Software.
-
-    5. **"Distribute"** means, for the purpose of this Agreement, to
-        deliver or offer to deliver a copy of a work to a person other
-        than to a person controlled by, controlling or under common
-        control with the first person or a person engaged solely to
-        develop, maintain, test, or operate such work on behalf the
-        first person.
-
-    6. **"Exploit"** means in the case of copyrightable subject matter
-        to copy, make derivative works, distribute, display, and perform
-        such subject matter and any analogous or additional rights
-        provided under the laws of any country within the Licensed
-        Territory. In the case of patentable subject matter, "Exploit"
-        includes the right to make, use, sell, offer for sale, have
-        made, import the relevant subject matter. Except as expressly
-        provided in this Agreement, the right to Exploit does not
-        include the right to authorize others to Exploit the subject
-        matter.
-
-    7. **"Independent** **Software"** means any software that does not
-        include any Core Programs or Contributions. No software
-        contained in the same file as Licensed Software shall be deemed
-        Independent Software under the terms of this Agreement.
-
-    8. **"Licensed Software"** means the Core Programs identified on
-        Exhibit B hereto, together with any Contributions thereto,
-        whether in Source Code or Object Code form.
-
-    9. **"Licensed** **Territory"** has the meaning set forth in
-        Section 2.2.
-
-    10. **"Object Code"** means any version of a computer program which
-        is capable of being installed, loaded, and operated on a
-        computer without any intervening process other than a system
-        loader or linkage editor or a real-time interpreter.
-
-    11. **"Source Code"** means any version of a computer program other
-        than Object Code, including without limitation any text or
-        text-equivalent capable of being compiled or translated into
-        Object Code, and any associated documentation in existence that
-        is necessary or convenient to compile, modify, edit (including
-        without limitation any linkage edit or build process), integrate
-        and configure such computer program for installation and/or use.
-
-2. Licenses
-
-    1. **Basic Grant.** Subject to Licensee's compliance with all terms
-        and conditions of this Agreement, World Bank grants to Licensee
-        the royalty-free, perpetual, non-exclusive right and license to
-        Exploit the Licensed Software, whether alone or as part of a
-        Covered Work.
-
-    2. **Territorial Limitations.** The rights granted to Licensee
-        hereunder only apply to exploitation in the member countries of
-        the World Bank ("Licensed Territory").
-
-    3. **Rights in Contributions.** Licensee hereby grants to World
-        Bank a paid up, royalty-free, perpetual, irrevocable,
-        non-exclusive, sublicenseable right and license to Exploit any
-        Contributions created by or for Licensee, effective immediately
-        on the first Distribution of any work containing a Contribution.
-        Such Contribution shall be thereafter considered part of the
-        Licensed Software and authorized for Exploitation by any person
-        or entity who has received rights to the Core Software ("Covered
-        Licensee").
-
-    4. **Patent Rights.** Licensee further grants to World Bank and all
-        other Covered Licensees a paid up, royalty-free, perpetual,
-        irrevocable and sublicenseable license to Exploit its
-        Contributions or any version of the Licensed Software including
-        its Contributions under any patents now or in the future owned
-        or licenseable by Licensee, solely to the extent that such
-        Exploitation is of a work consisting of Licensed Software and
-        Licensee's Contribution.
-
-    5. **Sublicenses.** In the event that Licensee is an entity
-        chartered under the laws of a nation state within the Licensed
-        Territory, Licensee shall be permitted to grant sublicenses to
-        others to Exploit the Licensed Software pursuant to a license
-        agreement containing the provisions set forth in Exhibit A
-        hereto, as the same may be modified from time to time by the
-        World Bank in accordance with this Section. Licensee shall
-        maintain a computerized repository from which sublicensees may
-        download the Licensed Software, which repository shall require a
-        reasonable means by which the Licensee so downloading the code
-        may be identified. If practicable, each downloadable copy shall
-        be electronically watermarked so as to identify the repository
-        from which it has been downloaded. Nothing herein shall be
-        deemed to prohibit the restriction or fee-based licensing of
-        Covered Works, provided that Licensee and any sublicensees
-        comply in full with all requirements for the unrestricted
-        further distribution of Licensed Software included within such
-        Covered Work. Except as expressly provided in this Section 2.5,
-        Licensee shall not grant sublicenses of Licensed Software and/or
-        any Contribution to any person.
-
-    6. **Revision of Sublicense Terms.** The World Bank may from time
-        to time establish different terms for sublicenses to replace the
-        terms of Exhibit A hereto. Such different terms shall apply to
-        any sublicenses granted by Licensee pursuant to Section 2.5, on
-        ten (10) days notice given to Licensee pursuant to this
-        Agreement, by which time Licensee shall have posted the revised
-        terms in print (if previously published in print) and any
-        electronically accessible location where it has previously
-        posted such terms..
-
-    7. **No Personal Use.** Licensee represents and warrants that the
-        Licensed Software is not intended to be used and will not be
-        used or authorized for use for personal, household and/or family
-        uses.
-
-3. Obligations of Licensee
-
-    1. **Distribution of Source Code.** In the event that Licensee
-        Distributes any form of the Licensed Software, whether as Source
-        Code or Object Code and whether by itself or as part of a
-        Covered Work, Licensee shall promptly make available the full
-        Source Code of such Licensed Software (including any
-        Contributions by Licensee) to all persons on the terms set forth
-        in Exhibit A, either by making such Source Code accessible in a
-        commonly available online source code repository, an online
-        repository under the direct control of Licensee, or by notifying
-        such persons that such Source Code may be delivered by
-        electronic transmission to any requesting person, at no charge
-        other than a reasonable fee covering the cost of distribution to
-        the recipient.
-
-    2. **Inclusion of Applicable License Provisions.** Licensee shall
-        assure that every copy of Licensed Software (including any such
-        copy included in a Covered Work) shall either include the full
-        text of the license required by Section 3.2 or a statement that
-        identifies a uniform resource locator which contains the
-        applicable license.
-
-    3. **No Further Restrictions.** Licensee shall not impose any
-        restrictions on the further use, distribution or modification of
-        Licensed Software, whether distributed by itself or as part of a
-        Covered Work, provided that the License Software is made
-        available by Licensee and its sublicensee on terms specified in
-        Exhibit A hereto. Nothing herein shall prohibit Licensee from
-        imposing any conditions Licensee sees fit on the subsequent
-        distribution of Independent Software included in any Covered
-        Work.
-
-    4. **Enforcement of Sublicenses.** By accepting this License
-        Agreement and a copy of the Licensed Software, Licensee agrees
-        that it will take action to enforce the terms of any
-        sublicenses, including without limitation seeking injunctive or
-        other equitable relief. Licensee shall not, however, name or
-        attempt to name the World Bank as an involuntary plaintiff in
-        any such action, without the prior written consent of the World
-        Bank . No enforcement action shall be required if the World Bank
-        is deemed a necessary party plaintiff or defendant and the World
-        Bank withholds consent to being so named. In the event that
-        Licensee becomes aware of breaches of any of its sublicenses, it
-        shall notify the World Bank in writing as soon as practicable
-        and, in the event Licensee determines to seek legal relief, it
-        shall so notify the World Bank of its intention to pursue such
-        legal relief.
-
-    5. **Conditions of License.** Sections 3.1 through 3.4 above are
-        conditions of the licenses granted in Article 2 Licensee
-        specifically acknowledges that its failure to comply strictly
-        with such conditions voids all licenses granted to Licensee
-        hereunder, without further notice from World Bank. Sublicenses
-        granted by Licensee in accordance with this Agreement shall
-        continue in effect, provided that the applicable sublicensees
-        comply and continue to comply with all provisions of Exhibit A
-        hereto.
-
-    6. **Permitted Arrangements.** Nothing herein shall prohibit
-        Licensee (or any sublicensee) from offering and charging for
-        warranty, support, indemnity, or liability obligations to one or
-        more recipients of Licensed Software or Covered Works, provided
-        that Licensee and any applicable sublicensee prominently
-        notifies any persons purchasing such additional obligations that
-        such obligations are solely the obligations of the persons
-        offering such obligations neither World Bank nor any person
-        other than the person offering such services is obligated or
-        responsible in any way with respect to the Licensed Software or
-        any portion thereof.
-
-    7. **Attribution and Disclaimer.** All copies of Licensed Software
-        and/or Covered Works Distributed by Licensee and any sublicensee
-        deriving from Licensee shall contain a notice that certain
-        underlying work was originally developed by or for the World
-        Bank, that the World Bank is not responsible for the accuracy,
-        other functionality or performance of such Licensed Software
-        and/or Covered Work.
-
-4. Warranties by Licensee
-
-    1. **Non-infringement of Copyright.** Licensee hereby represents
-        and warrants to World Bank and any persons who are licensees of
-        Licensed Software deriving from Core Software that its
-        Contributions are and/or will be either its original works of
-        authorship or that it has sufficient rights in such
-        Contributions to grant the rights required to be granted in such
-        Contributions (and derivatives thereof) pursuant to this
-        Agreement.
-
-    2. **Patent Warranties.** Licensee hereby represents that, to the
-        best of its knowledge, the combination of any Licensed Software
-        with a Contribution from Licensee does not infringe the patent
-        rights of any third party.
-
-    3. **Disclaimer.** LICENSEE UNDERSTANDS AND AGREES THAT ITS USE
-        (INCLUDING WITHOUT LIMITATION, THE EXERCISE OF ANY RIGHTS
-        GRANTED TO IT UNDER THIS AGREEMENT) OF THE SOFTWARE IS AT
-        LICENSEE'S SOLE RISK. THE SOFTWARE IS PROVIDED ON AN "AS IS" AND
-        "AS AVAILABLE" BASIS. THE WORLD BANK DISCLAIMS ALL
-        REPRESENTATIONS AND WARRANTIES OF ANY KIND, WHETHER EXPRESS,
-        IMPLIED, OR STATUTORY, WITH RESPECT TO THE SOFTWARE (INCLUDING,
-        BUT NOT LIMITED TO, THE IMPLIED OR STATUTORY WARRANTIES OF
-        MERCHANTABILITY, FITNESS FOR A PARTICULAR USE OR PURPOSE, TITLE,
-        QUIET ENJOYMENT, AND NON-INFRINGEMENT. IN PARTICULAR, THE WORLD
-        BANK DOES NOT REPRESENT OR WARRANT THAT ANY INFORMATION OR OTHER
-        CONTENT OBTAINED OR VIEWED BY LICENSEE OR ANYONE ELSE AS A
-        RESULT OF LICENSEE'S EXPLOITATION OF THE SOFTWARE WILL BE
-        ACCURATE, COMPLETE OR RELIABLE, THAT LICENSEE'S ACCESS TO THE
-        SOFTWARE WILL BE UNINTERRUPTED, FREE OF MALICIOUS CODE OR
-        ERROR-FREE, OR THAT DEFECTS WILL BE CORRECTED. THE WORLD BANK
-        DISCLAIMS ALL LIABILITY AND RESPONSIBILITY ARISING FROM , OUT OF
-        OR IN CONNECTION WITH THE SOFTWARE OR THE USE OF, PERFORMANCE OF
-        OR OTHER DEALINGS IN THE SOFTWARE. THE WORLD BANK GROUP
-        DISCLAIMS ALL EQUITABLE INDEMNITIES.
-
-    4. **Limitation of Liability.** THE WORLD BANK EXPRESSLY DISCLAIMS
-        AND IN NO EVENT BE LIABLE UNDER ANY THEORY OF LIABILITY WHETHER
-        BASED IN CONTRACT, TORT, STRICT LIABILITY OR OTHERWISE, FOR ANY
-        DIRECT, INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, PERSONAL
-        INJURY/WRONGFUL DEATH, PUNITIVE, OR EXEMPLARY DAMAGES (EVEN IF
-        SUCH PARTIES KNEW OF OR SHOULD HAVE KNOWN OF THE POSSIBILITY OF
-        SUCH DAMAGES), INCLUDING BUT NOT LIMITED TO AS A RESULT OF: (A)
-        LICENSEE'S USE OF OR INABILITY TO USE THE SOFTWARE OR (B) ANY
-        LOSS OF DATA. SHOULD ANY OF THEWORLD BANK BE FOUND TO BE LIABLE
-        TO YOU OR ANY THIRD PARTY NOTWITHSTANDING THE FOREGOING, SUCH
-        LIABILITY WILL NOT EXCEED \$100.00 IN THE AGGREGATE.
-
-    5. **Indemnity by Licensee.** Licensee agrees that Licensee will
-        release, indemnify and hold harmless the World Bank and each of
-        their respective business partners, content providers, licensors
-        and service providers, and any of their respective officers,
-        directors, shareholders, employees, contractors,
-        representatives, or agents (including without limitation any
-        authors or copyright holders of the Software) (collectively, the
-        "World Bank Indemnified Parties") from and against any and all
-        claims, actions, losses, damages, costs, fees and expenses
-        (including attorneys' fees) arising out of or relating to: (i)
-        Licensee's use or Exploitation of the Licensed Software, (ii)
-        Licensee's data, (iii) Licensee's connection to the
-        Software, (iv) Licensee's violation of this Agreement, (v)
-        Licensee's violation of any rights of another, and/or (vi) the
-        Exploitation and licensing of the Licensed Software by any
-        person claiming rights by operation of any license granted by
-        Licensee to such person.
-
-    6. **Waiver and Release.** Licensee hereby waives any rights and
-        benefits it may have or that may accrue to it under any law
-        providing that a general release does not extend to claims that
-        the creditor does not know or suspect to exist in his, her or
-        their favor at the time of executing the release, which if known
-        by him, her or them must have materially affected his settlement
-        with the debtor, or something substantially similar. The World
-        Bank reserves the right, at its own expense, to assume the
-        exclusive defense and control of any matter otherwise subject to
-        indemnification by Licensee, and Licensee shall not in any event
-        settle any matter without the written consent of the World Bank
-        Indemnified Parties.
-
-5. Miscellaneous Provisions
-
-    1. **Governing Law.** This Agreement and the relationship between
-        and among the Parties shall be governed by the Laws of the State
-        of New York, United States of America, without giving effect to
-        any choice or conflict of law provision or rule (whether of the
-        state of New York or any other jurisdiction). Licensee agrees
-        that regardless of any statute or law to the contrary, any claim
-        or cause of action arising out of or related to use of the
-        Software or this Agreement must be filed within one (1) year
-        after such claim or cause of action arose or be forever barred.
-
-    2. **Remedies.** \[injunctive remedies, etc., to conform to
-        arbitration clause.\]
-
-    3. **Arbitration.** Any controversy or claim arising out of or
-        relating to this Agreement, or that contests the validity of
-        this Agreement, shall be settled by arbitration in accordance
-        with the UNCITRAL Arbitration Rules from time to time in force.
-        The place of arbitration shall be New York, New York and the
-        arbitration shall be conducted in English. The Parties hereby
-        waive any rights under any applicable law to appeal any
-        arbitration award or to seek determination of a preliminary
-        point of law with respect to such proceedings. Notwithstanding
-        the foregoing, The World Bank shall have the right to seek
-        interim, provisional or other equitable relief, including
-        temporary or permanent injunctive relief, as necessary to
-        protect its interests.
-
-    4. **Preservation of Immunities.** Nothing in this Agreement and no
-        submission by The World Bank to arbitration shall be construed
-        as a limitation upon or a waiver, renunciation or modification
-        of any immunities, privileges or exemptions of the World Bank
-        accorded under any of the Articles of Agreement of the
-        International Bank for Reconstruction and Development,
-        international convention or any applicable law. Such immunities,
-        privileges or exemptions are specifically reserved.
-
-    5. **Notices.** Any notice required or permitted to be given
-        pursuant to this Agreement shall be effective if given by
-        electronic mail addressed to the applicable Party at the address
-        set forth in connection with its signature on this Agreement.
-
-    6. **Execution.** This Agreement may be executed in duplicates or
-        counterparts and transmitted by facsimile or other imaging
-        means.
-
-IN WITNESS WHEREOF, the Parties have executed this Agreement as of the
-\_\_\_ day of \_\_\_\_\_.
-
-  --------------------------------------------------------------------------------------------------------------------------------------------------------------------
-  International Bank for Reconstruction and Development / International Development Association   \_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_
-  ----------------------------------------------------------------------------------------------- --------------------------------------------------------------------
-  By\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\                               By \_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_
-  its
-
-  --------------------------------------------------------------------------------------------------------------------------------------------------------------------
-
-**EXHIBIT A**
-
-**REQUIRED SUBLICENSE TERMS**
-
-A sublicense granted pursuant to the World Bank Master Community License
-Agreement shall include the following provisions:
-
-1. A preamble as follows:
-
-By acquiring a copy of the Survey Solutions (the "Subject
-Software"), the person so acquiring such copy, for himself/herself and
-on behalf of his or her employer or principal (collectively,
-"Licensee"), acknowledges and agrees that the exploitation of the
-Subject Software is subject strictly to the terms and conditions of this
-License Agreement, that Licensee is furthermore bound to perform all
-obligations of Licensee in all material respects, and that this
-Agreement may be enforced against Licensee by Licensor and/or any other
-person or entity who holds the copyright to the Core Software, the
-Licensed Software, or any Contribution thereto, as defined below.
-
-2. All definitions included in Article 1 of the Agreement.
-
-3. The following sections:
-
-**Basic Grant.** Subject to Licensee's compliance with all terms and
-conditions of this Agreement, Licensor grants to Licensee the
-royalty-free, perpetual, non-exclusive right and license to Exploit the
-Licensed Software, whether alone or as part of a Covered Work.
-
-**Territorial Limitations.** The rights granted to Licensee hereunder
-only apply to exploitation in the member countries of the World Bank
-("Licensed Territory").
-
-**Rights in Contributions.** Licensee hereby grants to Licensor and its
-licensors a paid up, royalty-free, perpetual, irrevocable,
-non-exclusive, sublicenseable right and license to Exploit any
-Contributions created by or for Licensee, effective immediately on the
-first Distribution of any work containing a Contribution.
-
-**Patent Rights.** Licensee further grants to Licensor and its licensors
-and their respective licensees a paid up, royalty-free, perpetual,
-irrevocable and sublicenseable license to Exploit its Contributions or
-any version of the Licensed Software including its Contributions under
-any patents now or in the future owned or licenseable by Licensee,
-solely to the extent that such Exploitation is of a work consisting of
-Licensed Software and Licensee's Contribution.
-
-**No Personal Use.** Licensee represents and warrants that the Licensed
-Software is not intended to be used and will not be used or authorized
-for use for personal, household and/or family uses.
-
-**Distribution of Source Code.** In the event that Licensee Distributes
-any form of the Licensed Software, whether as Source Code or Object Code
-and whether by itself or as part of a Covered Work, Licensee shall
-promptly make available the full Source Code of such Licensed Software
-(including any Contributions by Licensee) to all persons on the terms
-set forth in this License Agreement, either by making such Source Code
-accessible in a commonly available online source code repository, an
-online repository under the direct control of Licensee, or by notifying
-such persons that such Source Code may be delivered by electronic
-transmission to any requesting person, at no charge other than a
-reasonable fee covering the cost of distribution to the recipient.
-
-**Inclusion of Applicable License Provisions.** Licensee shall assure
-that every copy of Licensed Software (including any such copy included
-in a Covered Work) shall either include the full text of this license or
-a statement that identifies a uniform resource locator which contains
-the applicable license.
-
-**No Further Restrictions.** Licensee shall not impose any restrictions
-on the further use, distribution or modification of Licensed Software,
-whether distributed by itself or as part of a Covered Work, other than
-the terms of this License. Nothing herein shall prohibit Licensee from
-imposing any conditions Licensee sees fit on the subsequent distribution
-of Independent Software included in any Covered Work.
-
-**Non-infringement of Copyright.** Licensee hereby represents and
-warrants to Licensor Parties and any persons or entities who are
-licensees of Licensed Software that its Contributions are and/or will be
-either its original works of authorship or that it has sufficient rights
-in such Contributions to grant the rights required to be granted in such
-Contributions (and derivatives thereof) pursuant to this Agreement.
-
-**Patent Warranties.** Licensee hereby represents that, to the best of
-its knowledge, the combination of any Licensed Software with a
-Contribution from Licensee does not infringe the patent rights of any
-third party.
-
-**Disclaimer.** LICENSEE UNDERSTANDS AND AGREE THAT ITS USE (INCLUDING
-WITHOUT LIMITATION, THE EXERCISE OF ANY RIGHTS GRANTED TO IT UNDER THIS
-AGREEMENT) OF THE SOFTWARE IS AT LICENSEE'S SOLE RISK. THE SOFTWARE IS
-PROVIDED ON AN "AS IS" AND "AS AVAILABLE" BASIS. LICENSEE, FOR ITSELF
-AND ITS LICENSORS ("COLLECTIVELY LICENSOR PARTIES") DISCLAIM ALL
-REPRESENTATIONS AND WARRANTIES OF ANY KIND, WHETHER EXPRESS, IMPLIED, OR
-STATUTORY, WITH RESPECT TO THE SOFTWARE (INCLUDING, BUT NOT LIMITED TO,
-THE IMPLIED OR STATUTORY WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
-PARTICULAR USE OR PURPOSE, TITLE, QUIET ENJOYMENT, AND NON-INFRINGEMENT.
-IN PARTICULAR, LICENSOR PARTIES DO NOT REPRESENT OR WARRANT THAT ANY
-INFORMATION OR OTHER CONTENT OBTAINED OR VIEWED BY LICENSEE OR ANYONE
-ELSE AS A RESULT OF LICENSEE'S EXPLOITATION OF THE SOFTWARE WILL BE
-ACCURATE, COMPLETE OR RELIABLE, THAT LICENSEE'S ACCESS TO THE SOFTWARE
-WILL BE UNINTERRUPTED, FREE OF MALICIOUS CODE OR ERROR-FREE, OR THAT
-DEFECTS WILL BE CORRECTED. LICENSOR PARTIES DISCLAIM ALL LIABILITY AND
-RESPONSIBILITY ARISING FROM , OUT OF OR IN CONNECTION WITH THE SOFTWARE
-OR THE USE OF, PERFORMANCE OF OR OTHER DEALINGS IN THE SOFTWARE.
-LICENSING PARTIES DISCLAIM ALL EQUITABLE INDEMNITIES.
-
-**Limitation of Liability.** LICENSOR PARTIES EXPRESSLY DISCLAIM AND IN
-NO EVENT WILL ANY OF THEM BE LIABLE UNDER ANY THEORY OF LIABILITY
-WHETHER BASED IN CONTRACT, TORT, STRICT LIABILITY OR OTHERWISE, FOR ANY
-DIRECT, INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, PERSONAL
-INJURY/WRONGFUL DEATH, PUNITIVE, OR EXEMPLARY DAMAGES (EVEN IF SUCH
-PARTIES KNEW OF OR SHOULD HAVE KNOWN OF THE POSSIBILITY OF SUCH
-DAMAGES), INCLUDING BUT NOT LIMITED TO AS A RESULT OF: (A) LICENSEE'S
-USE OF OR INABILITY TO USE THE SOFTWARE OR (B) ANY LOSS OF DATA. SHOULD
-THEWORLD BANK BE FOUND TO BE LIABLE TO YOU OR ANY THIRD PARTY
-NOTWITHSTANDING THE FOREGOING, SUCH LIABILITY WILL NOT EXCEED \$100.00
-IN THE AGGREGATE.
-
-**Indemnity by Licensee.** Licensee agrees that Licensee will release,
-indemnify and hold harmless Licensor Parties and each of Licensor
-Parties' respective business partners, content providers, licensors and
-service providers, and any of their respective officers, directors,
-shareholders, employees, contractors, representatives, or agents
-(including without limitation any authors or copyright holders of the
-Software) (collectively, the "Licensor Indemnified Parties") from and
-against any and all claims, actions, losses, damages, costs, fees and
-expenses (including attorneys' fees) arising out of or relating to: (i)
-Licensee's use or Exploitation of the Licensed Software, (ii) Licensee's
-data, (iii) Licensee's connection to the Software, (iv) Licensee's
-violation of this Agreement, (v) Licensee's violation of any rights of
-another, and/or (vi) the Exploitation and licensing of the Licensed
-Software by any person claiming rights by operation of any license
-granted by Licensee to such person.
-
-**Express Third Party Beneficiary.** Licensee acknowledges and agrees
-that the World Bank is an express third party beneficiary of this
-agreement and is entitled to enforce the terms of this Agreement or to
-assume the prosecution of any remedy, either in addition to or in lieu
-of enforcement undertaken by Licensor.
-
-**Governing Law.** This Agreement and the relationship between and among
-the Parties shall be governed by the Laws of the State of New York,
-United States of America, without giving effect to any choice or
-conflict of law provision or rule (whether of the state of New York or
-any other jurisdiction). Licensee agrees that regardless of any statute
-or law to the contrary, any claim or cause of action arising out of or
-related to use of the Software or this Agreement must be filed within
-one (1) year after such claim or cause of action arose or be forever
-barred.
-
-**Arbitration.** This Agreement, at the option of Licensor, or The World
-Bank so elects, The World Bank, may be enforced against Licensee in the
-state or federal courts of the State of New York, the courts of the
-country in which Licensee resides, or any other appropriate
-jurisdiction, or concurrently in more than one jurisdiction. Subject to
-the foregoing option of Licensor or The World Bank, any controversy or
-claim arising out of or relating to this Agreement, or that contests the
-validity of this Agreement, shall be settled by arbitration in
-accordance with the UNCITRAL Arbitration Rules from time to time in
-force. The place of arbitration shall be New York, New York and the
-arbitration shall be conducted in English. The Parties hereby waive any
-rights under any applicable law to appeal any arbitration award or to
-seek determination of a preliminary point of law with respect to such
-proceedings. Notwithstanding the foregoing, The World Bank shall have
-the right to seek interim, provisional or other equitable relief,
-including temporary or permanent injunctive relief, as necessary to
-protect its interests.
diff --git a/docs/_config.yml b/docs/_config.yml
index 5bdb613..0aa86d6 100644
--- a/docs/_config.yml
+++ b/docs/_config.yml
@@ -1,27 +1,26 @@
 # Book settings
 title:
-author: World Bank
+author: World Bank Data Lab
 logo: docs/images/logo.png
 only_build_toc_files: true
 
 repository:
-  url: https://github.com/worldbank/template
+  url: https://github.com/datapartnership/heatwaves
   branch: main
 
 #######################################################################################
 # HTML-specific settings
 html:
-    home_page_in_navbar: false
-    extra_navbar: ""
-    use_edit_page_button: true
-    use_repository_button: true
-    use_issues_button: true
-    baseurl: https://datapartnership.github.io/datapartnership/heatwaves-in-philippines
-    extra_footer: |
-        <div>
-            <b>All content (unless otherwise specified) is subject to the <a href="https://raw.githubusercontent.com/worldbank/template/main/LICENSE">World Bank Master Community License Agreement.</a></b>
-        </div>
-    google_analytics_id: G-ETJ4QT0E4L
+  home_page_in_navbar: true
+  extra_navbar: ""
+  use_edit_page_button: true
+  use_repository_button: true
+  use_issues_button: true
+  baseurl: https://datapartnership.github.io/heatwaves/PH
+  extra_footer: |
+    <div>
+        <b>All content (unless otherwise specified) is subject to the <a href="https://raw.githubusercontent.com/worldbank/template/main/LICENSE">World Bank Master Community License Agreement.</a></b>
+    </div>
 
 #######################################################################################
 # Execution settings
diff --git a/docs/_toc.yml b/docs/_toc.yml
index 14e628b..362a17d 100644
--- a/docs/_toc.yml
+++ b/docs/_toc.yml
@@ -1,19 +1,2 @@
 format: jb-book
-root: README
-
-parts:
-  # - caption: Heatwave data Collaborative
-  #   numbered: True
-  #   chapters:
-  #     - file: static/Heatwaves Data Collaborative.pdf
-  #     - file: notebooks/world-bank-package.ipynb
-  #     - file: notebooks/nasa-apod.ipynb
-  - caption: Heatwaves in the Philippines
-    chapters:
-      - file: notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
-      # - url: https://wbdatalab.org
-      #   title: World Bank Data Lab
-      # - url: https://www.worldbank.org/en/about/unit/unit-dec
-      #   title: World Bank DEC
-      # - url: https://www.worldbank.org/en/research/dime
-      #   title: World Bank DIME
+root: notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb

From a5e76fc99dec54d9eebb8e511b47fbc1f0041683 Mon Sep 17 00:00:00 2001
From: Gabriel Stefanini Vicente <gvicente@worldbank.org>
Date: Wed, 19 Jul 2023 15:46:44 -0400
Subject: [PATCH 02/10] Add Publish to GitHub Pages

---
 .github/workflows/gh-pages.yml | 31 +++++++++++++++++++++++++++++++
 1 file changed, 31 insertions(+)
 create mode 100644 .github/workflows/gh-pages.yml

diff --git a/.github/workflows/gh-pages.yml b/.github/workflows/gh-pages.yml
new file mode 100644
index 0000000..4b7c8e6
--- /dev/null
+++ b/.github/workflows/gh-pages.yml
@@ -0,0 +1,31 @@
+name: Publish to GitHub Pages
+
+on:
+  push:
+    branches:
+      - main
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v3
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.11"
+          cache: "pip"
+      - name: Dependencies
+        run: |
+          if [ -f docs/requirements.txt ]; then pip install -r docs/requirements.txt; fi
+      - name: Build Jupyter Book
+        run: |
+          jupyter-book build . --config docs/_config.yml --toc docs/_toc.yml
+      - name: Deploy
+        uses: peaceiris/actions-gh-pages@v3
+        if: github.ref == 'refs/heads/main' && job.status == 'success'
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          publish_dir: ./_build/html
+          destination_dir: PH
+          enable_jekyll: false

From b0ac28550ba532046aeb52faebd02596e826d82b Mon Sep 17 00:00:00 2001
From: Sahiti Sarva <sahiti.sarva@gmail.com>
Date: Wed, 19 Jul 2023 16:43:45 -0400
Subject: [PATCH 03/10] Minor modifications in the notebook

---
 .../heatwaves-in-philippines.ipynb            | 1273 +----------------
 1 file changed, 43 insertions(+), 1230 deletions(-)

diff --git a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
index 7d46200..5861aff 100644
--- a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
+++ b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
@@ -67,13 +67,20 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Measuring vulnerability to heatwaves in the Filipino cities\n",
+    "# Understanding impats of Urban Heat in the Philipppines\n",
     "\n",
+    "The Project Development Objective is to empower urban Philippines Local Government Units (LGUs) to take preventative and real-time action to mitigate the impacts of heatwaves through provision of more timely and granular data products that reveal localized occurrences of heatwaves and their impacts on human health and urban economies.\n",
     "\n",
-    "Heatwaves are generally understood to be the combination of extreme temperatures over multiple days. A more quantitative definition, however, is very contested and there is no definitive answer, with different characterizations being useful at different times or contexts.\n",
-    "They can be dangerous to the human body and very damaging to plants, animals, and structures. With climate change, they will probably become more frequent and longer, putting much of the world at risk.\n",
+    "Urban heatwaves have cascading impacts on the economies and well-being of people, including heat-induced hospitalizations, power-grid failure, declines in labor productivity, shortened school days, and others. Unless the impacts of heatwaves are mitigated, Filipino cities, with their high population density, will struggle to meet their full economic potential and ensure the wellbeing of their people. \n",
     "\n",
-    "The urban regions in the Philippines have a compound vulnerability to heatwaves. Its position as part of Southeast Asia, with high temperatures and humidity already being the norm, and the 7641 islands that make up the country are especially susceptible to climate change. Challenges in exposition, vulnerability, and adaptability to climate made the Philippines become the country with highest extreme weather disaster-related risk in the world according to the 2022 World Risk Report. Additionally, about 40% of the Philippine’s population lives in cities, and rapid urbanization is expected to continue as “drought and low farm productivity” drive migrants into cities. The consequences of heatwaves to these residents will be profound, and call for new methods to better understand their behaviors and propose better mitigation strategies. This intersects with the high inequality found in Filipino cities: in the first semester of 2021, driven by the Covid-19 pandemic, 23.7% of the country’s overall population was considered poor. Studies have shown strong correlation between poverty and vulnerability to heatwaves, and low-income housing has poor thermal performance and high thermal discomfort levels across the globe. Even without taking into consideration socioeconomic status, a vast majority of Filipinos experience heat stress severely (as self-reported), and this increases with population density.\n",
+    "Until now, cities have been challenged to address heatwaves, because the data and expertise needed to mitigate impacts are typically scattered across many departments. To overcome this barrier, as part of the World Bank’s Technical Deep Dive on Urban Heat (April 24-28, 2023), Filipino authorities have requested support on better measurement of urban heatwaves and their impacts. To meet this demand-driven request, the project team would facilitate access to heat risk and vulnerability information for the most populous cities in the three regions of the Philippines. Through this public data good, urban governments will be able to identify investments and policy interventions that build resilience at a community level and support scaling up the resilience of the city. The knowledge product will be validated through local data collection and stakeholder participation to ensure inclusive design and participation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In the Philippines, more than 40 percent of the population lives in cities, and many of these cities are at high risk of experiencing heatwaves.Its position as part of Southeast Asia, with high temperatures and humidity already being the norm, and the 7641 islands that make up the country are especially susceptible to climate change. Challenges in exposition, vulnerability, and adaptability to climate made the Philippines become the country with highest extreme weather disaster-related risk in the world according to the 2022 World Risk Report. Additionally, rapid urbanization is expected to continue as “drought and low farm productivity” drive migrants into cities. The consequences of heatwaves to these residents will be profound, and call for new methods to better understand their behaviors and propose better mitigation strategies. This intersects with the high inequality found in Filipino cities: in the first semester of 2021, driven by the Covid-19 pandemic, 23.7% of the country’s overall population was considered poor. Studies have shown strong correlation between poverty and vulnerability to heatwaves, and low-income housing has poor thermal performance and high thermal discomfort levels across the globe. Even without taking into consideration socioeconomic status, a vast majority of Filipinos experience heat stress severely (as self-reported), and this increases with population density.\n",
     "\n",
     "The serious consequences are already being felt, with recent months showcasing extreme temperatures. In April 2023, for example, dangerous heat was observed throughout the country.\n",
     "\n",
@@ -238,12 +245,22 @@
     "    ax[i].set_yticks([])"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Observation**\n",
+    "- At the Admin 3 level, Cebu looks more populated than Manila. However, Manila comprises of 4 admin 3 regions making it a lot more densely populated"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Measure historical heatwaves and heat index trends in the Philippines using NASA GLDAS data\n",
     "\n",
+    "Heatwaves are generally understood to be the combination of extreme temperatures over multiple days. A more quantitative definition, however, is very contested and there is no definitive answer, with different characterizations being useful at different times or contexts.\n",
+    "\n",
     "1. **Heat Wave Duration Index**: HWDI or heatwave duration index shows the number of heatwaves according to multiple modifications of the WMO definitions of heatwaves. Here, a heatwave is defined as 2 consecutive days where the mean temperature is more than 5 degrees of the mean temperature of the baseline from 1948 to 2014.\n",
     "2. **Heat Index**: Heat index aka apparent temperature is based on work carried out by Robert G. Steadman in 1979 (\"An Assessment of Sultriness, Parts I and II\") where he discussed factors that would impact how hot a person would feel under certain conditions. It incorporates 21 parameters and assumptions: body mass (147.7 lbs), height (5'7\"), actively walking (3.1 mph), clothing (pants and short sleeve shirt), heat tolerance, in the shade, etc. This formula became the \"heat index\". It is the traditional measurement of heat stress due to high temperatures and high humidity.\n",
     "*Heat index is calculated for shady areas*\n",
@@ -320,286 +337,7 @@
     },
     {
      "data": {
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-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null && id in Bokeh.index) {\n",
-       "      Bokeh.index[id].model.document.clear();\n",
-       "      delete Bokeh.index[id];\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim();\n",
-       "            if (id in Bokeh.index) {\n",
-       "              Bokeh.index[id].model.document.clear();\n",
-       "              delete Bokeh.index[id];\n",
-       "            }\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
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-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded() {\n",
-       "    const el = document.getElementById(\"1003\");\n",
-       "    if (el != null) {\n",
-       "      el.textContent = \"BokehJS is loading...\";\n",
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-       "      setTimeout(display_loaded, 100)\n",
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-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
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-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
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-       "\n",
-       "    function on_error(url) {\n",
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-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "\n",
-       "  const inline_js = [    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "          for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "if (force === true) {\n",
-       "        display_loaded();\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(\"1003\")).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
+      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\nconst JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const script = document.createElement(\"script\");\n    node.appendChild(script);\n  }\n\n  /**\n   * Handle when an output is cleared or removed\n   */\n  function handleClearOutput(event, handle) {\n    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const server_id = cell.output_area._bokeh_server_id;\n    // Clean up Bokeh references\n    if (id != null && id in Bokeh.index) {\n      Bokeh.index[id].model.document.clear();\n      delete Bokeh.index[id];\n    }\n\n    if (server_id !== undefined) {\n      // Clean up Bokeh references\n      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n      cell.notebook.kernel.execute(cmd_clean, {\n        iopub: {\n          output: function(msg) {\n            const id = msg.content.text.trim();\n            if (id in Bokeh.index) {\n              Bokeh.index[id].model.document.clear();\n              delete Bokeh.index[id];\n            }\n          }\n        }\n      });\n      // Destroy server and session\n      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n      // store reference to embed id on output_area\n      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n    }\n    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let i = 0; i < script_attrs.length; i++) {\n        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n      }\n      // store reference to server id on output_area\n      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n    }\n  }\n\n  function register_renderer(events, OutputArea) {\n\n    function append_mime(data, metadata, element) {\n      // create a DOM node to render to\n      const toinsert = this.create_output_subarea(\n        metadata,\n        CLASS_NAME,\n        EXEC_MIME_TYPE\n      );\n      this.keyboard_manager.register_events(toinsert);\n      // Render to node\n      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n      render(props, toinsert[toinsert.length - 1]);\n      element.append(toinsert);\n      return toinsert\n    }\n\n    /* Handle when an output is cleared or removed */\n    events.on('clear_output.CodeCell', handleClearOutput);\n    events.on('delete.Cell', handleClearOutput);\n\n    /* Handle when a new output is added */\n    events.on('output_added.OutputArea', handleAddOutput);\n\n    /**\n     * Register the mime type and append_mime function with output_area\n     */\n    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n      /* Is output safe? */\n      safe: true,\n      /* Index of renderer in `output_area.display_order` */\n      index: 0\n    });\n  }\n\n  // register the mime type if in Jupyter Notebook environment and previously unregistered\n  if (root.Jupyter !== undefined) {\n    const events = require('base/js/events');\n    const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  }\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1003\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1003\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
       "application/vnd.bokehjs_load.v0+json": ""
      },
      "metadata": {},
@@ -617,32 +355,7 @@
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     {
      "data": {
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-       "  function embed_document(root) {\n",
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-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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-       "  if (root.Bokeh !== undefined) {\n",
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-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
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-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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      },
      "metadata": {
@@ -727,286 +440,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null && id in Bokeh.index) {\n",
-       "      Bokeh.index[id].model.document.clear();\n",
-       "      delete Bokeh.index[id];\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim();\n",
-       "            if (id in Bokeh.index) {\n",
-       "              Bokeh.index[id].model.document.clear();\n",
-       "              delete Bokeh.index[id];\n",
-       "            }\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded() {\n",
-       "    const el = document.getElementById(\"2709\");\n",
-       "    if (el != null) {\n",
-       "      el.textContent = \"BokehJS is loading...\";\n",
-       "    }\n",
-       "    if (root.Bokeh !== undefined) {\n",
-       "      if (el != null) {\n",
-       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(display_loaded, 100)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "\n",
-       "  const inline_js = [    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "          for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "if (force === true) {\n",
-       "        display_loaded();\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(\"2709\")).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
+      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\nconst JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const script = document.createElement(\"script\");\n    node.appendChild(script);\n  }\n\n  /**\n   * Handle when an output is cleared or removed\n   */\n  function handleClearOutput(event, handle) {\n    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const server_id = cell.output_area._bokeh_server_id;\n    // Clean up Bokeh references\n    if (id != null && id in Bokeh.index) {\n      Bokeh.index[id].model.document.clear();\n      delete Bokeh.index[id];\n    }\n\n    if (server_id !== undefined) {\n      // Clean up Bokeh references\n      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n      cell.notebook.kernel.execute(cmd_clean, {\n        iopub: {\n          output: function(msg) {\n            const id = msg.content.text.trim();\n            if (id in Bokeh.index) {\n              Bokeh.index[id].model.document.clear();\n              delete Bokeh.index[id];\n            }\n          }\n        }\n      });\n      // Destroy server and session\n      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n      // store reference to embed id on output_area\n      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n    }\n    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let i = 0; i < script_attrs.length; i++) {\n        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n      }\n      // store reference to server id on output_area\n      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n    }\n  }\n\n  function register_renderer(events, OutputArea) {\n\n    function append_mime(data, metadata, element) {\n      // create a DOM node to render to\n      const toinsert = this.create_output_subarea(\n        metadata,\n        CLASS_NAME,\n        EXEC_MIME_TYPE\n      );\n      this.keyboard_manager.register_events(toinsert);\n      // Render to node\n      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n      render(props, toinsert[toinsert.length - 1]);\n      element.append(toinsert);\n      return toinsert\n    }\n\n    /* Handle when an output is cleared or removed */\n    events.on('clear_output.CodeCell', handleClearOutput);\n    events.on('delete.Cell', handleClearOutput);\n\n    /* Handle when a new output is added */\n    events.on('output_added.OutputArea', handleAddOutput);\n\n    /**\n     * Register the mime type and append_mime function with output_area\n     */\n    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n      /* Is output safe? */\n      safe: true,\n      /* Index of renderer in `output_area.display_order` */\n      index: 0\n    });\n  }\n\n  // register the mime type if in Jupyter Notebook environment and previously unregistered\n  if (root.Jupyter !== undefined) {\n    const events = require('base/js/events');\n    const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  }\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"2709\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"2709\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
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-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
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Application\",\"version\":\"2.4.3\"}};\n  const render_items = [{\"docid\":\"29dd3c6a-ee29-4be7-8dd1-f08a6d4a3c16\",\"root_ids\":[\"3313\"],\"roots\":{\"3313\":\"8c98236c-4508-406d-904b-c6a6bec18751\"}}];\n  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n  }\n  if (root.Bokeh !== undefined) {\n    embed_document(root);\n  } else {\n    let attempts = 0;\n    const timer = setInterval(function(root) {\n      if (root.Bokeh !== undefined) {\n        clearInterval(timer);\n        embed_document(root);\n      } else {\n        attempts++;\n        if (attempts > 100) {\n          clearInterval(timer);\n          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n        }\n      }\n    }, 10, root)\n  }\n})(window);",
       "application/vnd.bokehjs_exec.v0+json": ""
      },
      "metadata": {
@@ -1264,286 +673,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null && id in Bokeh.index) {\n",
-       "      Bokeh.index[id].model.document.clear();\n",
-       "      delete Bokeh.index[id];\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim();\n",
-       "            if (id in Bokeh.index) {\n",
-       "              Bokeh.index[id].model.document.clear();\n",
-       "              delete Bokeh.index[id];\n",
-       "            }\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded() {\n",
-       "    const el = document.getElementById(\"4775\");\n",
-       "    if (el != null) {\n",
-       "      el.textContent = \"BokehJS is loading...\";\n",
-       "    }\n",
-       "    if (root.Bokeh !== undefined) {\n",
-       "      if (el != null) {\n",
-       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(display_loaded, 100)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "\n",
-       "  const inline_js = [    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "          for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "if (force === true) {\n",
-       "        display_loaded();\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(\"4775\")).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
+      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\nconst JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const script = document.createElement(\"script\");\n    node.appendChild(script);\n  }\n\n  /**\n   * Handle when an output is cleared or removed\n   */\n  function handleClearOutput(event, handle) {\n    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const server_id = cell.output_area._bokeh_server_id;\n    // Clean up Bokeh references\n    if (id != null && id in Bokeh.index) {\n      Bokeh.index[id].model.document.clear();\n      delete Bokeh.index[id];\n    }\n\n    if (server_id !== undefined) {\n      // Clean up Bokeh references\n      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n      cell.notebook.kernel.execute(cmd_clean, {\n        iopub: {\n          output: function(msg) {\n            const id = msg.content.text.trim();\n            if (id in Bokeh.index) {\n              Bokeh.index[id].model.document.clear();\n              delete Bokeh.index[id];\n            }\n          }\n        }\n      });\n      // Destroy server and session\n      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n      // store reference to embed id on output_area\n      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n    }\n    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let i = 0; i < script_attrs.length; i++) {\n        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n      }\n      // store reference to server id on output_area\n      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n    }\n  }\n\n  function register_renderer(events, OutputArea) {\n\n    function append_mime(data, metadata, element) {\n      // create a DOM node to render to\n      const toinsert = this.create_output_subarea(\n        metadata,\n        CLASS_NAME,\n        EXEC_MIME_TYPE\n      );\n      this.keyboard_manager.register_events(toinsert);\n      // Render to node\n      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n      render(props, toinsert[toinsert.length - 1]);\n      element.append(toinsert);\n      return toinsert\n    }\n\n    /* Handle when an output is cleared or removed */\n    events.on('clear_output.CodeCell', handleClearOutput);\n    events.on('delete.Cell', handleClearOutput);\n\n    /* Handle when a new output is added */\n    events.on('output_added.OutputArea', handleAddOutput);\n\n    /**\n     * Register the mime type and append_mime function with output_area\n     */\n    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n      /* Is output safe? */\n      safe: true,\n      /* Index of renderer in `output_area.display_order` */\n      index: 0\n    });\n  }\n\n  // register the mime type if in Jupyter Notebook environment and previously unregistered\n  if (root.Jupyter !== undefined) {\n    const events = require('base/js/events');\n    const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  }\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"4775\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"4775\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
       "application/vnd.bokehjs_load.v0+json": ""
      },
      "metadata": {},
@@ -1569,32 +699,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "  const docs_json = 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-       "  const render_items = [{\"docid\":\"2483aefd-6f01-40b2-9f9b-4e59904cdffb\",\"root_ids\":[\"4975\"],\"roots\":{\"4975\":\"e0626d12-d953-4cde-a232-18751cc3662e\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
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       "application/vnd.bokehjs_exec.v0+json": ""
      },
      "metadata": {
@@ -1633,286 +738,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null && id in Bokeh.index) {\n",
-       "      Bokeh.index[id].model.document.clear();\n",
-       "      delete Bokeh.index[id];\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim();\n",
-       "            if (id in Bokeh.index) {\n",
-       "              Bokeh.index[id].model.document.clear();\n",
-       "              delete Bokeh.index[id];\n",
-       "            }\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded() {\n",
-       "    const el = document.getElementById(\"5480\");\n",
-       "    if (el != null) {\n",
-       "      el.textContent = \"BokehJS is loading...\";\n",
-       "    }\n",
-       "    if (root.Bokeh !== undefined) {\n",
-       "      if (el != null) {\n",
-       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(display_loaded, 100)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "\n",
-       "  const inline_js = [    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "          for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "if (force === true) {\n",
-       "        display_loaded();\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(\"5480\")).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
+      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\nconst JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const script = document.createElement(\"script\");\n    node.appendChild(script);\n  }\n\n  /**\n   * Handle when an output is cleared or removed\n   */\n  function handleClearOutput(event, handle) {\n    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const server_id = cell.output_area._bokeh_server_id;\n    // Clean up Bokeh references\n    if (id != null && id in Bokeh.index) {\n      Bokeh.index[id].model.document.clear();\n      delete Bokeh.index[id];\n    }\n\n    if (server_id !== undefined) {\n      // Clean up Bokeh references\n      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n      cell.notebook.kernel.execute(cmd_clean, {\n        iopub: {\n          output: function(msg) {\n            const id = msg.content.text.trim();\n            if (id in Bokeh.index) {\n              Bokeh.index[id].model.document.clear();\n              delete Bokeh.index[id];\n            }\n          }\n        }\n      });\n      // Destroy server and session\n      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n      // store reference to embed id on output_area\n      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n    }\n    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let i = 0; i < script_attrs.length; i++) {\n        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n      }\n      // store reference to server id on output_area\n      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n    }\n  }\n\n  function register_renderer(events, OutputArea) {\n\n    function append_mime(data, metadata, element) {\n      // create a DOM node to render to\n      const toinsert = this.create_output_subarea(\n        metadata,\n        CLASS_NAME,\n        EXEC_MIME_TYPE\n      );\n      this.keyboard_manager.register_events(toinsert);\n      // Render to node\n      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n      render(props, toinsert[toinsert.length - 1]);\n      element.append(toinsert);\n      return toinsert\n    }\n\n    /* Handle when an output is cleared or removed */\n    events.on('clear_output.CodeCell', handleClearOutput);\n    events.on('delete.Cell', handleClearOutput);\n\n    /* Handle when a new output is added */\n    events.on('output_added.OutputArea', handleAddOutput);\n\n    /**\n     * Register the mime type and append_mime function with output_area\n     */\n    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n      /* Is output safe? */\n      safe: true,\n      /* Index of renderer in `output_area.display_order` */\n      index: 0\n    });\n  }\n\n  // register the mime type if in Jupyter Notebook environment and previously unregistered\n  if (root.Jupyter !== undefined) {\n    const events = require('base/js/events');\n    const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  }\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"5480\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"5480\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
       "application/vnd.bokehjs_load.v0+json": ""
      },
      "metadata": {},
@@ -1938,32 +764,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "  const docs_json = 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-       "    let attempts = 0;\n",
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-       "    }, 10, root)\n",
-       "  }\n",
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    "source": [
-    "### Plotting heat index at 5km grids "
+    "### Plotting heat index at 5km grids \n",
+    "\n",
+    "By plotting the heat index on resolution 7 hex grids, we noticed that there is difference in temperatures in different regions of Manila"
    ]
   },
   {
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    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Next Steps\n",
+    "\n",
+    "- Compare Heat Index in Manila with other cities\n",
+    "- Analyse mobile location data wiht changing heat index "
+   ]
   }
  ],
  "metadata": {
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From 6f0fc508211f12581148ef47dbb6145c0c0de386 Mon Sep 17 00:00:00 2001
From: Sahiti Sarva <sahiti.sarva@gmail.com>
Date: Wed, 19 Jul 2023 16:47:31 -0400
Subject: [PATCH 04/10] typo fix

---
 notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
index 5861aff..b598ca4 100644
--- a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
+++ b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
@@ -67,7 +67,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Understanding impats of Urban Heat in the Philipppines\n",
+    "# Understanding Impacts of Excess Heat on the Filipino cities\n",
     "\n",
     "The Project Development Objective is to empower urban Philippines Local Government Units (LGUs) to take preventative and real-time action to mitigate the impacts of heatwaves through provision of more timely and granular data products that reveal localized occurrences of heatwaves and their impacts on human health and urban economies.\n",
     "\n",

From 53ad2f8a85a63bdc4c092c372f66164e1c2e05aa Mon Sep 17 00:00:00 2001
From: Sahiti Sarva <sahiti.sarva@gmail.com>
Date: Wed, 19 Jul 2023 16:53:28 -0400
Subject: [PATCH 05/10] typo

---
 notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
index b598ca4..1df973f 100644
--- a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
+++ b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
@@ -67,7 +67,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Understanding Impacts of Excess Heat on the Filipino cities\n",
+    "# Understanding Impacts of Excess Heat in Filipino cities\n",
     "\n",
     "The Project Development Objective is to empower urban Philippines Local Government Units (LGUs) to take preventative and real-time action to mitigate the impacts of heatwaves through provision of more timely and granular data products that reveal localized occurrences of heatwaves and their impacts on human health and urban economies.\n",
     "\n",

From ea3f9c46b1011bd3412150bee6ec8ed4390799e8 Mon Sep 17 00:00:00 2001
From: Sahiti Sarva <sahiti.sarva@gmail.com>
Date: Wed, 19 Jul 2023 16:59:25 -0400
Subject: [PATCH 06/10] adding hyperlink

---
 notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
index 1df973f..82ad1b3 100644
--- a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
+++ b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
@@ -812,7 +812,7 @@
     "### Next Steps\n",
     "\n",
     "- Compare Heat Index in Manila with other cities\n",
-    "- Analyse mobile location data wiht changing heat index "
+    "- Analyse change in visitations to Points of Interest with changing heat index (using a similar methodology as used in [Turkiye Rapid Needs Assessment](https://datapartnership.org/turkiye-earthquake-impact/notebooks/mobility/visits.html))"
    ]
   }
  ],

From 51edad5901c3453d119f067fbb992a28d4375fa7 Mon Sep 17 00:00:00 2001
From: Sahiti Sarva <sahiti.sarva@gmail.com>
Date: Wed, 19 Jul 2023 17:00:07 -0400
Subject: [PATCH 07/10] hyperlink

---
 notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
index 82ad1b3..cb7b1a7 100644
--- a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
+++ b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
@@ -812,7 +812,7 @@
     "### Next Steps\n",
     "\n",
     "- Compare Heat Index in Manila with other cities\n",
-    "- Analyse change in visitations to Points of Interest with changing heat index (using a similar methodology as used in [Turkiye Rapid Needs Assessment](https://datapartnership.org/turkiye-earthquake-impact/notebooks/mobility/visits.html))"
+    "- Analyse change in visitations to Points of Interest with changing heat index (using a methodology similar to that used in [Turkiye Rapid Needs Assessment](https://datapartnership.org/turkiye-earthquake-impact/notebooks/mobility/visits.html))"
    ]
   }
  ],

From 6919a66dcd755e59517374c0b82729e0c87631b3 Mon Sep 17 00:00:00 2001
From: Sahiti Sarva <sahiti.sarva@gmail.com>
Date: Thu, 20 Jul 2023 16:29:26 -0400
Subject: [PATCH 08/10] Pushing modifications to the heatwave module

---
 .../heatwaves-in-philippines.ipynb            | 42 ++++++++++++-------
 pyproject.toml                                | 41 ++++++++++++++++++
 setup.py                                      | 14 -------
 {utilities => src/heatwaves}/__init__.py      |  2 +-
 .../heatwaves/geographic.py                   |  0
 .../heatwaves/weather.py                      |  2 +-
 6 files changed, 70 insertions(+), 31 deletions(-)
 create mode 100644 pyproject.toml
 delete mode 100644 setup.py
 rename {utilities => src/heatwaves}/__init__.py (69%)
 rename utilities/geographicFunctions.py => src/heatwaves/geographic.py (100%)
 rename utilities/weatherFunctions.py => src/heatwaves/weather.py (97%)

diff --git a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
index cb7b1a7..b836394 100644
--- a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
+++ b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 1,
    "metadata": {
     "tags": [
      "remove-cell"
@@ -10,21 +10,35 @@
    },
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:utilities:Initializing custom packages\n",
-      "INFO:utilities:Initializing custom packages\n",
-      "INFO:utilities:Initializing custom packages\n",
-      "INFO:utilities:Initializing custom packages\n",
-      "INFO:utilities:Initializing custom packages\n",
-      "INFO:utilities:Initializing custom packages\n",
-      "INFO:utilities:Initializing custom packages\n"
-     ]
+     "data": {
+      "text/html": [
+       "\n",
+       "                <script type=\"application/javascript\" id=\"jupyter_black\">\n",
+       "                (function() {\n",
+       "                    if (window.IPython === undefined) {\n",
+       "                        return\n",
+       "                    }\n",
+       "                    var msg = \"WARNING: it looks like you might have loaded \" +\n",
+       "                        \"jupyter_black in a non-lab notebook with \" +\n",
+       "                        \"`is_lab=True`. Please double check, and if \" +\n",
+       "                        \"loading with `%load_ext` please review the README!\"\n",
+       "                    console.log(msg)\n",
+       "                    alert(msg)\n",
+       "                })()\n",
+       "                </script>\n",
+       "                "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
     "%reload_ext autoreload\n",
+    "%load_ext jupyter_black\n",
     "%autoreload 2\n",
     "\n",
     "import pandas as pd\n",
@@ -36,9 +50,7 @@
     "import dask.dataframe as dd\n",
     "import dask_geopandas as dg\n",
     "\n",
-    "from utilities.weatherFunctions import *\n",
-    "from utilities.geographicFunctions import *\n",
-    "from utilities.visualizationFunctions import *\n"
+    "from heatwaves.weather import *\n"
    ]
   },
   {
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..aef0369
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,41 @@
+[build-system]
+requires = ["setuptools>=61.0.0"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "heatwaves"
+dynamic = ["version"]
+description = "Package for mesuring impact of and vulnerability to heatwaves created by the WB Data Lab"
+readme = {file = "README.md", content-type = "text/markdown"}
+license = {file = "LICENSE"}
+keywords = ["world bank", "climate change", "heatwave"]
+authors = [
+  {name="World Bank Data Lab", email="datalab@worldbank.org"},
+]
+maintainers = [
+  {name="Sahiti Sarva", email="ssarva@worldbank.org"},
+]
+classifiers = [
+    "Programming Language :: Python :: 3",
+	"Programming Language :: Python :: 3.7",
+	"Programming Language :: Python :: 3.8",
+	"Programming Language :: Python :: 3.9",
+	"Programming Language :: Python :: 3.10",
+	"Programming Language :: Python :: 3.11",
+	"Programming Language :: Python :: 3 :: Only",
+	"Development Status :: 3 - Alpha",
+	"Intended Audience :: Developers",
+	"Operating System :: OS Independent",
+]
+requires-python = ">=3.7"
+dependencies = []
+[project.optional-dependencies]
+notebook = ["notebook>=6.5.2"]
+
+[project.urls]
+"Homepage" = "https://github.com/datapartnership/heatwaves"
+"Bug Reports" = "https://github.com/datapartnership/heatwaves/issues"
+"Source" = "https://github.com/datapartnership/heatwaves"
+
+[tool.setuptools.dynamic]
+version = {attr = "heatwaves.__version__"}
\ No newline at end of file
diff --git a/setup.py b/setup.py
deleted file mode 100644
index aef628d..0000000
--- a/setup.py
+++ /dev/null
@@ -1,14 +0,0 @@
-from setuptools import setup
-  
-setup(
-    name='utilities',
-    version='0.1',
-    description='Contains all the weather related functions used in heatwaves',
-    author='Sahiti Sarva',
-    author_email='ssarva@worldbank.org',
-    packages=['utilities'],
-    # install_requires=[
-    #     'numpy',
-    #     'pandas',
-    # ],
-)
\ No newline at end of file
diff --git a/utilities/__init__.py b/src/heatwaves/__init__.py
similarity index 69%
rename from utilities/__init__.py
rename to src/heatwaves/__init__.py
index 6fde657..1db78e9 100644
--- a/utilities/__init__.py
+++ b/src/heatwaves/__init__.py
@@ -3,4 +3,4 @@
 logging.basicConfig(level=logging.INFO)
 log = logging.getLogger(__name__)
 
-log.info('Initializing custom packages')
\ No newline at end of file
+__version__="2023.07.1"
diff --git a/utilities/geographicFunctions.py b/src/heatwaves/geographic.py
similarity index 100%
rename from utilities/geographicFunctions.py
rename to src/heatwaves/geographic.py
diff --git a/utilities/weatherFunctions.py b/src/heatwaves/weather.py
similarity index 97%
rename from utilities/weatherFunctions.py
rename to src/heatwaves/weather.py
index 3cc8606..4ee7fbc 100644
--- a/utilities/weatherFunctions.py
+++ b/src/heatwaves/weather.py
@@ -1,6 +1,6 @@
 
 import math
-from utilities.geographicFunctions import *
+from .geographic import *
 
 def convert_kelvin_to_fahrenheit(k):
     return 1.8*(k-273.15) + 32

From ff25c19456e72be3c69238b74f5f70fa343f2e1b Mon Sep 17 00:00:00 2001
From: Gabriel Stefanini Vicente <gvicente@worldbank.org>
Date: Fri, 21 Jul 2023 10:18:58 -0400
Subject: [PATCH 09/10] Remove index

---
 index.html                              |  23 -----------------------
 static/.DS_Store                        | Bin 6148 -> 0 bytes
 static/Heatwaves Data Collaborative.pdf | Bin 4309134 -> 0 bytes
 static/favicon.ico                      | Bin 7594 -> 0 bytes
 4 files changed, 23 deletions(-)
 delete mode 100644 index.html
 delete mode 100644 static/.DS_Store
 delete mode 100644 static/Heatwaves Data Collaborative.pdf
 delete mode 100644 static/favicon.ico

diff --git a/index.html b/index.html
deleted file mode 100644
index 128fa5d..0000000
--- a/index.html
+++ /dev/null
@@ -1,23 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-
-<head>
-    <meta charset="utf-8">
-    <title>Development Data Partnership Heatwaves Data Collaborative</title>
-    <link rel="shortcut icon" type="image/x-icon" href="static/favicon.ico" />
-
-    <!-- Global site tag (gtag.js) - Google Analytics -->
-    <script async src="https://www.googletagmanager.com/gtag/js?id=G-7L4XVWZBSB"></script>
-    <script>
-        window.dataLayer = window.dataLayer || [];
-        function gtag() { dataLayer.push(arguments); }
-        gtag('js', new Date());
-
-        gtag('config', 'G-7L4XVWZBSB');
-    </script>
-</head>
-<iframe src="static/Heatwaves Data Collaborative.pdf"
-style="position:absolute;right:0; top:0; bottom:0; width:100%; height: 100%;">
-</iframe>
-
-</html>
diff --git a/static/.DS_Store b/static/.DS_Store
deleted file mode 100644
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From 3fdfaa14149de599ce82433ac974fe4d722f0bb2 Mon Sep 17 00:00:00 2001
From: Gabriel Stefanini Vicente <gvicente@worldbank.org>
Date: Thu, 15 Feb 2024 13:06:04 -0500
Subject: [PATCH 10/10] Proofreading

---
 .github/workflows/gh-pages.yml                |   1 +
 .gitignore                                    |   2 +-
 .pre-commit-config.yaml                       |  39 +
 LICENSE                                       | 914 +++++++-----------
 Makefile                                      |   8 -
 README.md                                     |   6 +-
 docs/_config.yml                              |   5 +-
 docs/requirements.txt                         |   1 -
 environment.yml => notebooks/environment.yml  |   2 +-
 .../heatwaves-in-philippines.ipynb            | 276 ++++--
 pyproject.toml                                |  46 +-
 src/heatwaves/__init__.py                     |   2 +-
 src/heatwaves/geographic.py                   |   5 +-
 src/heatwaves/weather.py                      |  73 +-
 14 files changed, 701 insertions(+), 679 deletions(-)
 create mode 100644 .pre-commit-config.yaml
 delete mode 100644 Makefile
 delete mode 100644 docs/requirements.txt
 rename environment.yml => notebooks/environment.yml (92%)

diff --git a/.github/workflows/gh-pages.yml b/.github/workflows/gh-pages.yml
index 4b7c8e6..9c51aa8 100644
--- a/.github/workflows/gh-pages.yml
+++ b/.github/workflows/gh-pages.yml
@@ -18,6 +18,7 @@ jobs:
       - name: Dependencies
         run: |
           if [ -f docs/requirements.txt ]; then pip install -r docs/requirements.txt; fi
+          if [ -f pyproject.toml ]; then pip install ".[docs]"; fi
       - name: Build Jupyter Book
         run: |
           jupyter-book build . --config docs/_config.yml --toc docs/_toc.yml
diff --git a/.gitignore b/.gitignore
index 9fe98ba..b0a8e0d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -91,4 +91,4 @@ _build/
 # python-dotenv
 .env
 
-/data
\ No newline at end of file
+/data
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..0f77dd2
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,39 @@
+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.5.0
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+      - id: check-yaml
+      - id: check-added-large-files
+      - id: check-ast
+      - id: check-json
+      - id: detect-aws-credentials
+        args: [--allow-missing-credentials]
+      - id: detect-private-key
+  - repo: https://github.com/igorshubovych/markdownlint-cli
+    rev: v0.39.0
+    hooks:
+      - id: markdownlint
+        name: Markdownlint
+        files: \.(md|mdown|markdown)$
+        args: [
+            "--disable=MD013", # line-length
+            "--disable=MD033", # no-inline-html
+          ]
+  - repo: https://github.com/codespell-project/codespell
+    rev: v2.2.6
+    hooks:
+      - id: codespell
+        name: codespell
+        description: Checks for common misspellings in text files
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.2.1
+    hooks:
+      - id: ruff
+        types_or: [python, pyi, jupyter]
+        args: [--fix]
+      - id: ruff-format
+        types_or: [python, pyi, jupyter]
diff --git a/LICENSE b/LICENSE
index e605458..d0a1fa1 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,541 +1,373 @@
-World Bank Master Community License Agreement
-
-THIS WORLD BANK COMMUNITY LICENSE AGREEMENT ("Agreement") is entered
-between the International Bank for Reconstruction and
-Development/International Development Association ("<ins>World Bank</ins>")
-and the party identified as licensee on the signature page of this
-Agreement ("Licensee"). Licensee and the World Bank are each referred to
-herein as a "<ins>Party</ins>" and collectively as, the "<ins>Parties</ins>".
-
-A.  The World Bank has developed that certain computer software
-    identified on Exhibit B ("<ins>Licensed Software</ins>") for use for the
-    public good and desire to make the Licensed Software available to
-    Licensee on a royalty-free basis, subject to certain other terms and
-    conditions.
-
-B.  Licensee wishes to secure certain rights to use, modify and
-    sublicense the Licensed Software.
-
-NOW, THEREFORE, in consideration of the mutual promises of the Parties
-and other good and valuable consideration, receipt of which is hereby
-acknowledged, the Parties agree as follows:
-
-1.  Definitions
-
-    1.  **"Contribution"** means any subject matter which is created by
-        any person, which subject matter has the effect of adding to,
-        deleting from, replacing, or otherwise modifying the text,
-        binary or other material in a Core Program, whether deriving
-        directly from a Core Program or from Licensed Software. A
-        Contribution may be included in the same file as material from a
-        Core Program, or in a separate file that is or can be used in
-        connection with a compilation, build or similar process to add
-        to, delete from, replace or otherwise modify material from the
-        file containing Licensed Software.
-
-    2.  **"Core Programs"** mean the Computer programs and associated
-        data originally created by or for the World Bank as part of the
-        Licensed Software and made available by the World Bank or its
-        licensees pursuant to the terms equivalent to those of this
-        Agreement.
-
-    3.  **"Covered Licensee"** has the meaning set forth in Section 2.3.
-
-    4.  **"Covered Work"** means any work that includes Licensed
-        Software and Independent Software.
-
-    5.  **"Distribute"** means, for the purpose of this Agreement, to
-        deliver or offer to deliver a copy of a work to a person other
-        than to a person controlled by, controlling or under common
-        control with the first person or a person engaged solely to
-        develop, maintain, test, or operate such work on behalf the
-        first person.
-
-    6.  **"Exploit"** means in the case of copyrightable subject matter
-        to copy, make derivative works, distribute, display, and perform
-        such subject matter and any analogous or additional rights
-        provided under the laws of any country within the Licensed
-        Territory. In the case of patentable subject matter, "Exploit"
-        includes the right to make, use, sell, offer for sale, have
-        made, import the relevant subject matter. Except as expressly
-        provided in this Agreement, the right to Exploit does not
-        include the right to authorize others to Exploit the subject
-        matter.
-
-    7.  **"Independent** **Software"** means any software that does not
-        include any Core Programs or Contributions. No software
-        contained in the same file as Licensed Software shall be deemed
-        Independent Software under the terms of this Agreement.
-
-    8.  **"Licensed Software"** means the Core Programs identified on
-        Exhibit B hereto, together with any Contributions thereto,
-        whether in Source Code or Object Code form.
-
-    9.  **"Licensed** **Territory"** has the meaning set forth in
-        Section 2.2.
-
-    10. **"Object Code"** means any version of a computer program which
-        is capable of being installed, loaded, and operated on a
-        computer without any intervening process other than a system
-        loader or linkage editor or a real-time interpreter.
-
-    11. **"Source Code"** means any version of a computer program other
-        than Object Code, including without limitation any text or
-        text-equivalent capable of being compiled or translated into
-        Object Code, and any associated documentation in existence that
-        is necessary or convenient to compile, modify, edit (including
-        without limitation any linkage edit or build process), integrate
-        and configure such computer program for installation and/or use.
-
-2.  Licenses
-
-    1.  **Basic Grant.** Subject to Licensee's compliance with all terms
-        and conditions of this Agreement, World Bank grants to Licensee
-        the royalty-free, perpetual, non-exclusive right and license to
-        Exploit the Licensed Software, whether alone or as part of a
-        Covered Work.
-
-    2.  **Territorial Limitations.** The rights granted to Licensee
-        hereunder only apply to exploitation in the member countries of
-        the World Bank ("Licensed Territory").
-
-    3.  **Rights in Contributions.** Licensee hereby grants to World
-        Bank a paid up, royalty-free, perpetual, irrevocable,
-        non-exclusive, sublicenseable right and license to Exploit any
-        Contributions created by or for Licensee, effective immediately
-        on the first Distribution of any work containing a Contribution.
-        Such Contribution shall be thereafter considered part of the
-        Licensed Software and authorized for Exploitation by any person
-        or entity who has received rights to the Core Software ("Covered
-        Licensee").
-
-    4.  **Patent Rights.** Licensee further grants to World Bank and all
-        other Covered Licensees a paid up, royalty-free, perpetual,
-        irrevocable and sublicenseable license to Exploit its
-        Contributions or any version of the Licensed Software including
-        its Contributions under any patents now or in the future owned
-        or licenseable by Licensee, solely to the extent that such
-        Exploitation is of a work consisting of Licensed Software and
-        Licensee's Contribution.
-
-    5.  **Sublicenses.** In the event that Licensee is an entity
-        chartered under the laws of a nation state within the Licensed
-        Territory, Licensee shall be permitted to grant sublicenses to
-        others to Exploit the Licensed Software pursuant to a license
-        agreement containing the provisions set forth in Exhibit A
-        hereto, as the same may be modified from time to time by the
-        World Bank in accordance with this Section. Licensee shall
-        maintain a computerized repository from which sublicensees may
-        download the Licensed Software, which repository shall require a
-        reasonable means by which the Licensee so downloading the code
-        may be identified. If practicable, each downloadable copy shall
-        be electronically watermarked so as to identify the repository
-        from which it has been downloaded. Nothing herein shall be
-        deemed to prohibit the restriction or fee-based licensing of
-        Covered Works, provided that Licensee and any sublicensees
-        comply in full with all requirements for the unrestricted
-        further distribution of Licensed Software included within such
-        Covered Work. Except as expressly provided in this Section 2.5,
-        Licensee shall not grant sublicenses of Licensed Software and/or
-        any Contribution to any person.
-
-    6.  **Revision of Sublicense Terms.** The World Bank may from time
-        to time establish different terms for sublicenses to replace the
-        terms of Exhibit A hereto. Such different terms shall apply to
-        any sublicenses granted by Licensee pursuant to Section 2.5, on
-        ten (10) days notice given to Licensee pursuant to this
-        Agreement, by which time Licensee shall have posted the revised
-        terms in print (if previously published in print) and any
-        electronically accessible location where it has previously
-        posted such terms..
-
-    7.  **No Personal Use.** Licensee represents and warrants that the
-        Licensed Software is not intended to be used and will not be
-        used or authorized for use for personal, household and/or family
-        uses.
-
-3.  Obligations of Licensee
-
-    1.  **Distribution of Source Code.** In the event that Licensee
-        Distributes any form of the Licensed Software, whether as Source
-        Code or Object Code and whether by itself or as part of a
-        Covered Work, Licensee shall promptly make available the full
-        Source Code of such Licensed Software (including any
-        Contributions by Licensee) to all persons on the terms set forth
-        in Exhibit A, either by making such Source Code accessible in a
-        commonly available online source code repository, an online
-        repository under the direct control of Licensee, or by notifying
-        such persons that such Source Code may be delivered by
-        electronic transmission to any requesting person, at no charge
-        other than a reasonable fee covering the cost of distribution to
-        the recipient.
-
-    2.  **Inclusion of Applicable License Provisions.** Licensee shall
-        assure that every copy of Licensed Software (including any such
-        copy included in a Covered Work) shall either include the full
-        text of the license required by Section 3.2 or a statement that
-        identifies a uniform resource locator which contains the
-        applicable license.
-
-    3.  **No Further Restrictions.** Licensee shall not impose any
-        restrictions on the further use, distribution or modification of
-        Licensed Software, whether distributed by itself or as part of a
-        Covered Work, provided that the License Software is made
-        available by Licensee and its sublicensee on terms specified in
-        Exhibit A hereto. Nothing herein shall prohibit Licensee from
-        imposing any conditions Licensee sees fit on the subsequent
-        distribution of Independent Software included in any Covered
-        Work.
-
-    4.  **Enforcement of Sublicenses.** By accepting this License
-        Agreement and a copy of the Licensed Software, Licensee agrees
-        that it will take action to enforce the terms of any
-        sublicenses, including without limitation seeking injunctive or
-        other equitable relief. Licensee shall not, however, name or
-        attempt to name the World Bank as an involuntary plaintiff in
-        any such action, without the prior written consent of the World
-        Bank . No enforcement action shall be required if the World Bank
-        is deemed a necessary party plaintiff or defendant and the World
-        Bank withholds consent to being so named. In the event that
-        Licensee becomes aware of breaches of any of its sublicenses, it
-        shall notify the World Bank in writing as soon as practicable
-        and, in the event Licensee determines to seek legal relief, it
-        shall so notify the World Bank of its intention to pursue such
-        legal relief.
-
-    5.  **Conditions of License.** Sections 3.1 through 3.4 above are
-        conditions of the licenses granted in Article 2 Licensee
-        specifically acknowledges that its failure to comply strictly
-        with such conditions voids all licenses granted to Licensee
-        hereunder, without further notice from World Bank. Sublicenses
-        granted by Licensee in accordance with this Agreement shall
-        continue in effect, provided that the applicable sublicensees
-        comply and continue to comply with all provisions of Exhibit A
-        hereto.
-
-    6.  **Permitted Arrangements.** Nothing herein shall prohibit
-        Licensee (or any sublicensee) from offering and charging for
-        warranty, support, indemnity, or liability obligations to one or
-        more recipients of Licensed Software or Covered Works, provided
-        that Licensee and any applicable sublicensee prominently
-        notifies any persons purchasing such additional obligations that
-        such obligations are solely the obligations of the persons
-        offering such obligations neither World Bank nor any person
-        other than the person offering such services is obligated or
-        responsible in any way with respect to the Licensed Software or
-        any portion thereof.
-
-    7.  **Attribution and Disclaimer.** All copies of Licensed Software
-        and/or Covered Works Distributed by Licensee and any sublicensee
-        deriving from Licensee shall contain a notice that certain
-        underlying work was originally developed by or for the World
-        Bank, that the World Bank is not responsible for the accuracy,
-        other functionality or performance of such Licensed Software
-        and/or Covered Work.
-
-4.  Warranties by Licensee
-
-    1.  **Non-infringement of Copyright.** Licensee hereby represents
-        and warrants to World Bank and any persons who are licensees of
-        Licensed Software deriving from Core Software that its
-        Contributions are and/or will be either its original works of
-        authorship or that it has sufficient rights in such
-        Contributions to grant the rights required to be granted in such
-        Contributions (and derivatives thereof) pursuant to this
-        Agreement.
-
-    2.  **Patent Warranties.** Licensee hereby represents that, to the
-        best of its knowledge, the combination of any Licensed Software
-        with a Contribution from Licensee does not infringe the patent
-        rights of any third party.
-
-    3.  **Disclaimer.** LICENSEE UNDERSTANDS AND AGREES THAT ITS USE
-        (INCLUDING WITHOUT LIMITATION, THE EXERCISE OF ANY RIGHTS
-        GRANTED TO IT UNDER THIS AGREEMENT) OF THE SOFTWARE IS AT
-        LICENSEE'S SOLE RISK. THE SOFTWARE IS PROVIDED ON AN "AS IS" AND
-        "AS AVAILABLE" BASIS. THE WORLD BANK DISCLAIMS ALL
-        REPRESENTATIONS AND WARRANTIES OF ANY KIND, WHETHER EXPRESS,
-        IMPLIED, OR STATUTORY, WITH RESPECT TO THE SOFTWARE (INCLUDING,
-        BUT NOT LIMITED TO, THE IMPLIED OR STATUTORY WARRANTIES OF
-        MERCHANTABILITY, FITNESS FOR A PARTICULAR USE OR PURPOSE, TITLE,
-        QUIET ENJOYMENT, AND NON-INFRINGEMENT. IN PARTICULAR, THE WORLD
-        BANK DOES NOT REPRESENT OR WARRANT THAT ANY INFORMATION OR OTHER
-        CONTENT OBTAINED OR VIEWED BY LICENSEE OR ANYONE ELSE AS A
-        RESULT OF LICENSEE'S EXPLOITATION OF THE SOFTWARE WILL BE
-        ACCURATE, COMPLETE OR RELIABLE, THAT LICENSEE'S ACCESS TO THE
-        SOFTWARE WILL BE UNINTERRUPTED, FREE OF MALICIOUS CODE OR
-        ERROR-FREE, OR THAT DEFECTS WILL BE CORRECTED. THE WORLD BANK
-        DISCLAIMS ALL LIABILITY AND RESPONSIBILITY ARISING FROM , OUT OF
-        OR IN CONNECTION WITH THE SOFTWARE OR THE USE OF, PERFORMANCE OF
-        OR OTHER DEALINGS IN THE SOFTWARE. THE WORLD BANK GROUP
-        DISCLAIMS ALL EQUITABLE INDEMNITIES.
-
-    4.  **Limitation of Liability.** THE WORLD BANK EXPRESSLY DISCLAIMS
-        AND IN NO EVENT BE LIABLE UNDER ANY THEORY OF LIABILITY WHETHER
-        BASED IN CONTRACT, TORT, STRICT LIABILITY OR OTHERWISE, FOR ANY
-        DIRECT, INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, PERSONAL
-        INJURY/WRONGFUL DEATH, PUNITIVE, OR EXEMPLARY DAMAGES (EVEN IF
-        SUCH PARTIES KNEW OF OR SHOULD HAVE KNOWN OF THE POSSIBILITY OF
-        SUCH DAMAGES), INCLUDING BUT NOT LIMITED TO AS A RESULT OF: (A)
-        LICENSEE'S USE OF OR INABILITY TO USE THE SOFTWARE OR (B) ANY
-        LOSS OF DATA. SHOULD ANY OF THEWORLD BANK BE FOUND TO BE LIABLE
-        TO YOU OR ANY THIRD PARTY NOTWITHSTANDING THE FOREGOING, SUCH
-        LIABILITY WILL NOT EXCEED \$100.00 IN THE AGGREGATE.
-
-    5.  **Indemnity by Licensee.** Licensee agrees that Licensee will
-        release, indemnify and hold harmless the World Bank and each of
-        their respective business partners, content providers, licensors
-        and service providers, and any of their respective officers,
-        directors, shareholders, employees, contractors,
-        representatives, or agents (including without limitation any
-        authors or copyright holders of the Software) (collectively, the
-        "World Bank Indemnified Parties") from and against any and all
-        claims, actions, losses, damages, costs, fees and expenses
-        (including attorneys' fees) arising out of or relating to: (i)
-        Licensee's use or Exploitation of the Licensed Software, (ii)
-        Licensee's data, (iii) Licensee's connection to the
-        Software, (iv) Licensee's violation of this Agreement, (v)
-        Licensee's violation of any rights of another, and/or (vi) the
-        Exploitation and licensing of the Licensed Software by any
-        person claiming rights by operation of any license granted by
-        Licensee to such person.
-
-    6.  **Waiver and Release.** Licensee hereby waives any rights and
-        benefits it may have or that may accrue to it under any law
-        providing that a general release does not extend to claims that
-        the creditor does not know or suspect to exist in his, her or
-        their favor at the time of executing the release, which if known
-        by him, her or them must have materially affected his settlement
-        with the debtor, or something substantially similar. The World
-        Bank reserves the right, at its own expense, to assume the
-        exclusive defense and control of any matter otherwise subject to
-        indemnification by Licensee, and Licensee shall not in any event
-        settle any matter without the written consent of the World Bank
-        Indemnified Parties.
-
-5.  Miscellaneous Provisions
-
-    1.  **Governing Law.** This Agreement and the relationship between
-        and among the Parties shall be governed by the Laws of the State
-        of New York, United States of America, without giving effect to
-        any choice or conflict of law provision or rule (whether of the
-        state of New York or any other jurisdiction). Licensee agrees
-        that regardless of any statute or law to the contrary, any claim
-        or cause of action arising out of or related to use of the
-        Software or this Agreement must be filed within one (1) year
-        after such claim or cause of action arose or be forever barred.
-
-    2.  **Remedies.** \[injunctive remedies, etc., to conform to
-        arbitration clause.\]
-
-    3.  **Arbitration.** Any controversy or claim arising out of or
-        relating to this Agreement, or that contests the validity of
-        this Agreement, shall be settled by arbitration in accordance
-        with the UNCITRAL Arbitration Rules from time to time in force.
-        The place of arbitration shall be New York, New York and the
-        arbitration shall be conducted in English. The Parties hereby
-        waive any rights under any applicable law to appeal any
-        arbitration award or to seek determination of a preliminary
-        point of law with respect to such proceedings. Notwithstanding
-        the foregoing, The World Bank shall have the right to seek
-        interim, provisional or other equitable relief, including
-        temporary or permanent injunctive relief, as necessary to
-        protect its interests.
-
-    4.  **Preservation of Immunities.** Nothing in this Agreement and no
-        submission by The World Bank to arbitration shall be construed
-        as a limitation upon or a waiver, renunciation or modification
-        of any immunities, privileges or exemptions of the World Bank
-        accorded under any of the Articles of Agreement of the
-        International Bank for Reconstruction and Development,
-        international convention or any applicable law. Such immunities,
-        privileges or exemptions are specifically reserved.
-
-    5.  **Notices.** Any notice required or permitted to be given
-        pursuant to this Agreement shall be effective if given by
-        electronic mail addressed to the applicable Party at the address
-        set forth in connection with its signature on this Agreement.
-
-    6.  **Execution.** This Agreement may be executed in duplicates or
-        counterparts and transmitted by facsimile or other imaging
-        means.
-
-IN WITNESS WHEREOF, the Parties have executed this Agreement as of the
-\_\_\_ day of \_\_\_\_\_.
-
-  --------------------------------------------------------------------------------------------------------------------------------------------------------------------
-  International Bank for Reconstruction and Development / International Development Association   \_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_
-  ----------------------------------------------------------------------------------------------- --------------------------------------------------------------------
-  By\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\                               By \_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_
-  its
-
-  --------------------------------------------------------------------------------------------------------------------------------------------------------------------
-
-**EXHIBIT A**
-
-**REQUIRED SUBLICENSE TERMS**
-
-A sublicense granted pursuant to the World Bank Master Community License
-Agreement shall include the following provisions:
-
-1.  A preamble as follows:
-
-By acquiring a copy of the Survey Solutions (the "Subject
-Software"), the person so acquiring such copy, for himself/herself and
-on behalf of his or her employer or principal (collectively,
-"Licensee"), acknowledges and agrees that the exploitation of the
-Subject Software is subject strictly to the terms and conditions of this
-License Agreement, that Licensee is furthermore bound to perform all
-obligations of Licensee in all material respects, and that this
-Agreement may be enforced against Licensee by Licensor and/or any other
-person or entity who holds the copyright to the Core Software, the
-Licensed Software, or any Contribution thereto, as defined below.
-
-2.  All definitions included in Article 1 of the Agreement.
-
-3. The following sections:
-
-**Basic Grant.** Subject to Licensee's compliance with all terms and
-conditions of this Agreement, Licensor grants to Licensee the
-royalty-free, perpetual, non-exclusive right and license to Exploit the
-Licensed Software, whether alone or as part of a Covered Work.
-
-**Territorial Limitations.** The rights granted to Licensee hereunder
-only apply to exploitation in the member countries of the World Bank
-("Licensed Territory").
-
-**Rights in Contributions.** Licensee hereby grants to Licensor and its
-licensors a paid up, royalty-free, perpetual, irrevocable,
-non-exclusive, sublicenseable right and license to Exploit any
-Contributions created by or for Licensee, effective immediately on the
-first Distribution of any work containing a Contribution.
-
-**Patent Rights.** Licensee further grants to Licensor and its licensors
-and their respective licensees a paid up, royalty-free, perpetual,
-irrevocable and sublicenseable license to Exploit its Contributions or
-any version of the Licensed Software including its Contributions under
-any patents now or in the future owned or licenseable by Licensee,
-solely to the extent that such Exploitation is of a work consisting of
-Licensed Software and Licensee's Contribution.
-
-**No Personal Use.** Licensee represents and warrants that the Licensed
-Software is not intended to be used and will not be used or authorized
-for use for personal, household and/or family uses.
-
-**Distribution of Source Code.** In the event that Licensee Distributes
-any form of the Licensed Software, whether as Source Code or Object Code
-and whether by itself or as part of a Covered Work, Licensee shall
-promptly make available the full Source Code of such Licensed Software
-(including any Contributions by Licensee) to all persons on the terms
-set forth in this License Agreement, either by making such Source Code
-accessible in a commonly available online source code repository, an
-online repository under the direct control of Licensee, or by notifying
-such persons that such Source Code may be delivered by electronic
-transmission to any requesting person, at no charge other than a
-reasonable fee covering the cost of distribution to the recipient.
-
-**Inclusion of Applicable License Provisions.** Licensee shall assure
-that every copy of Licensed Software (including any such copy included
-in a Covered Work) shall either include the full text of this license or
-a statement that identifies a uniform resource locator which contains
-the applicable license.
-
-**No Further Restrictions.** Licensee shall not impose any restrictions
-on the further use, distribution or modification of Licensed Software,
-whether distributed by itself or as part of a Covered Work, other than
-the terms of this License. Nothing herein shall prohibit Licensee from
-imposing any conditions Licensee sees fit on the subsequent distribution
-of Independent Software included in any Covered Work.
-
-**Non-infringement of Copyright.** Licensee hereby represents and
-warrants to Licensor Parties and any persons or entities who are
-licensees of Licensed Software that its Contributions are and/or will be
-either its original works of authorship or that it has sufficient rights
-in such Contributions to grant the rights required to be granted in such
-Contributions (and derivatives thereof) pursuant to this Agreement.
-
-**Patent Warranties.** Licensee hereby represents that, to the best of
-its knowledge, the combination of any Licensed Software with a
-Contribution from Licensee does not infringe the patent rights of any
-third party.
-
-**Disclaimer.** LICENSEE UNDERSTANDS AND AGREE THAT ITS USE (INCLUDING
-WITHOUT LIMITATION, THE EXERCISE OF ANY RIGHTS GRANTED TO IT UNDER THIS
-AGREEMENT) OF THE SOFTWARE IS AT LICENSEE'S SOLE RISK. THE SOFTWARE IS
-PROVIDED ON AN "AS IS" AND "AS AVAILABLE" BASIS. LICENSEE, FOR ITSELF
-AND ITS LICENSORS ("COLLECTIVELY LICENSOR PARTIES") DISCLAIM ALL
-REPRESENTATIONS AND WARRANTIES OF ANY KIND, WHETHER EXPRESS, IMPLIED, OR
-STATUTORY, WITH RESPECT TO THE SOFTWARE (INCLUDING, BUT NOT LIMITED TO,
-THE IMPLIED OR STATUTORY WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
-PARTICULAR USE OR PURPOSE, TITLE, QUIET ENJOYMENT, AND NON-INFRINGEMENT.
-IN PARTICULAR, LICENSOR PARTIES DO NOT REPRESENT OR WARRANT THAT ANY
-INFORMATION OR OTHER CONTENT OBTAINED OR VIEWED BY LICENSEE OR ANYONE
-ELSE AS A RESULT OF LICENSEE'S EXPLOITATION OF THE SOFTWARE WILL BE
-ACCURATE, COMPLETE OR RELIABLE, THAT LICENSEE'S ACCESS TO THE SOFTWARE
-WILL BE UNINTERRUPTED, FREE OF MALICIOUS CODE OR ERROR-FREE, OR THAT
-DEFECTS WILL BE CORRECTED. LICENSOR PARTIES DISCLAIM ALL LIABILITY AND
-RESPONSIBILITY ARISING FROM , OUT OF OR IN CONNECTION WITH THE SOFTWARE
-OR THE USE OF, PERFORMANCE OF OR OTHER DEALINGS IN THE SOFTWARE.
-LICENSING PARTIES DISCLAIM ALL EQUITABLE INDEMNITIES.
-
-**Limitation of Liability.** LICENSOR PARTIES EXPRESSLY DISCLAIM AND IN
-NO EVENT WILL ANY OF THEM BE LIABLE UNDER ANY THEORY OF LIABILITY
-WHETHER BASED IN CONTRACT, TORT, STRICT LIABILITY OR OTHERWISE, FOR ANY
-DIRECT, INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, PERSONAL
-INJURY/WRONGFUL DEATH, PUNITIVE, OR EXEMPLARY DAMAGES (EVEN IF SUCH
-PARTIES KNEW OF OR SHOULD HAVE KNOWN OF THE POSSIBILITY OF SUCH
-DAMAGES), INCLUDING BUT NOT LIMITED TO AS A RESULT OF: (A) LICENSEE'S
-USE OF OR INABILITY TO USE THE SOFTWARE OR (B) ANY LOSS OF DATA. SHOULD
-THEWORLD BANK BE FOUND TO BE LIABLE TO YOU OR ANY THIRD PARTY
-NOTWITHSTANDING THE FOREGOING, SUCH LIABILITY WILL NOT EXCEED \$100.00
-IN THE AGGREGATE.
-
-**Indemnity by Licensee.** Licensee agrees that Licensee will release,
-indemnify and hold harmless Licensor Parties and each of Licensor
-Parties' respective business partners, content providers, licensors and
-service providers, and any of their respective officers, directors,
-shareholders, employees, contractors, representatives, or agents
-(including without limitation any authors or copyright holders of the
-Software) (collectively, the "Licensor Indemnified Parties") from and
-against any and all claims, actions, losses, damages, costs, fees and
-expenses (including attorneys' fees) arising out of or relating to: (i)
-Licensee's use or Exploitation of the Licensed Software, (ii) Licensee's
-data, (iii) Licensee's connection to the Software, (iv) Licensee's
-violation of this Agreement, (v) Licensee's violation of any rights of
-another, and/or (vi) the Exploitation and licensing of the Licensed
-Software by any person claiming rights by operation of any license
-granted by Licensee to such person.
-
-**Express Third Party Beneficiary.** Licensee acknowledges and agrees
-that the World Bank is an express third party beneficiary of this
-agreement and is entitled to enforce the terms of this Agreement or to
-assume the prosecution of any remedy, either in addition to or in lieu
-of enforcement undertaken by Licensor.
-
-**Governing Law.** This Agreement and the relationship between and among
-the Parties shall be governed by the Laws of the State of New York,
-United States of America, without giving effect to any choice or
-conflict of law provision or rule (whether of the state of New York or
-any other jurisdiction). Licensee agrees that regardless of any statute
-or law to the contrary, any claim or cause of action arising out of or
-related to use of the Software or this Agreement must be filed within
-one (1) year after such claim or cause of action arose or be forever
-barred.
-
-**Arbitration.** This Agreement, at the option of Licensor, or The World
-Bank so elects, The World Bank, may be enforced against Licensee in the
-state or federal courts of the State of New York, the courts of the
-country in which Licensee resides, or any other appropriate
-jurisdiction, or concurrently in more than one jurisdiction. Subject to
-the foregoing option of Licensor or The World Bank, any controversy or
-claim arising out of or relating to this Agreement, or that contests the
-validity of this Agreement, shall be settled by arbitration in
-accordance with the UNCITRAL Arbitration Rules from time to time in
-force. The place of arbitration shall be New York, New York and the
-arbitration shall be conducted in English. The Parties hereby waive any
-rights under any applicable law to appeal any arbitration award or to
-seek determination of a preliminary point of law with respect to such
-proceedings. Notwithstanding the foregoing, The World Bank shall have
-the right to seek interim, provisional or other equitable relief,
-including temporary or permanent injunctive relief, as necessary to
-protect its interests.
+Mozilla Public License Version 2.0
+==================================
+
+1. Definitions
+--------------
+
+1.1. "Contributor"
+    means each individual or legal entity that creates, contributes to
+    the creation of, or owns Covered Software.
+
+1.2. "Contributor Version"
+    means the combination of the Contributions of others (if any) used
+    by a Contributor and that particular Contributor's Contribution.
+
+1.3. "Contribution"
+    means Covered Software of a particular Contributor.
+
+1.4. "Covered Software"
+    means Source Code Form to which the initial Contributor has attached
+    the notice in Exhibit A, the Executable Form of such Source Code
+    Form, and Modifications of such Source Code Form, in each case
+    including portions thereof.
+
+1.5. "Incompatible With Secondary Licenses"
+    means
+
+    (a) that the initial Contributor has attached the notice described
+        in Exhibit B to the Covered Software; or
+
+    (b) that the Covered Software was made available under the terms of
+        version 1.1 or earlier of the License, but not also under the
+        terms of a Secondary License.
+
+1.6. "Executable Form"
+    means any form of the work other than Source Code Form.
+
+1.7. "Larger Work"
+    means a work that combines Covered Software with other material, in
+    a separate file or files, that is not Covered Software.
+
+1.8. "License"
+    means this document.
+
+1.9. "Licensable"
+    means having the right to grant, to the maximum extent possible,
+    whether at the time of the initial grant or subsequently, any and
+    all of the rights conveyed by this License.
+
+1.10. "Modifications"
+    means any of the following:
+
+    (a) any file in Source Code Form that results from an addition to,
+        deletion from, or modification of the contents of Covered
+        Software; or
+
+    (b) any new file in Source Code Form that contains any Covered
+        Software.
+
+1.11. "Patent Claims" of a Contributor
+    means any patent claim(s), including without limitation, method,
+    process, and apparatus claims, in any patent Licensable by such
+    Contributor that would be infringed, but for the grant of the
+    License, by the making, using, selling, offering for sale, having
+    made, import, or transfer of either its Contributions or its
+    Contributor Version.
+
+1.12. "Secondary License"
+    means either the GNU General Public License, Version 2.0, the GNU
+    Lesser General Public License, Version 2.1, the GNU Affero General
+    Public License, Version 3.0, or any later versions of those
+    licenses.
+
+1.13. "Source Code Form"
+    means the form of the work preferred for making modifications.
+
+1.14. "You" (or "Your")
+    means an individual or a legal entity exercising rights under this
+    License. For legal entities, "You" includes any entity that
+    controls, is controlled by, or is under common control with You. For
+    purposes of this definition, "control" means (a) the power, direct
+    or indirect, to cause the direction or management of such entity,
+    whether by contract or otherwise, or (b) ownership of more than
+    fifty percent (50%) of the outstanding shares or beneficial
+    ownership of such entity.
+
+2. License Grants and Conditions
+--------------------------------
+
+2.1. Grants
+
+Each Contributor hereby grants You a world-wide, royalty-free,
+non-exclusive license:
+
+(a) under intellectual property rights (other than patent or trademark)
+    Licensable by such Contributor to use, reproduce, make available,
+    modify, display, perform, distribute, and otherwise exploit its
+    Contributions, either on an unmodified basis, with Modifications, or
+    as part of a Larger Work; and
+
+(b) under Patent Claims of such Contributor to make, use, sell, offer
+    for sale, have made, import, and otherwise transfer either its
+    Contributions or its Contributor Version.
+
+2.2. Effective Date
+
+The licenses granted in Section 2.1 with respect to any Contribution
+become effective for each Contribution on the date the Contributor first
+distributes such Contribution.
+
+2.3. Limitations on Grant Scope
+
+The licenses granted in this Section 2 are the only rights granted under
+this License. No additional rights or licenses will be implied from the
+distribution or licensing of Covered Software under this License.
+Notwithstanding Section 2.1(b) above, no patent license is granted by a
+Contributor:
+
+(a) for any code that a Contributor has removed from Covered Software;
+    or
+
+(b) for infringements caused by: (i) Your and any other third party's
+    modifications of Covered Software, or (ii) the combination of its
+    Contributions with other software (except as part of its Contributor
+    Version); or
+
+(c) under Patent Claims infringed by Covered Software in the absence of
+    its Contributions.
+
+This License does not grant any rights in the trademarks, service marks,
+or logos of any Contributor (except as may be necessary to comply with
+the notice requirements in Section 3.4).
+
+2.4. Subsequent Licenses
+
+No Contributor makes additional grants as a result of Your choice to
+distribute the Covered Software under a subsequent version of this
+License (see Section 10.2) or under the terms of a Secondary License (if
+permitted under the terms of Section 3.3).
+
+2.5. Representation
+
+Each Contributor represents that the Contributor believes its
+Contributions are its original creation(s) or it has sufficient rights
+to grant the rights to its Contributions conveyed by this License.
+
+2.6. Fair Use
+
+This License is not intended to limit any rights You have under
+applicable copyright doctrines of fair use, fair dealing, or other
+equivalents.
+
+2.7. Conditions
+
+Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted
+in Section 2.1.
+
+3. Responsibilities
+-------------------
+
+3.1. Distribution of Source Form
+
+All distribution of Covered Software in Source Code Form, including any
+Modifications that You create or to which You contribute, must be under
+the terms of this License. You must inform recipients that the Source
+Code Form of the Covered Software is governed by the terms of this
+License, and how they can obtain a copy of this License. You may not
+attempt to alter or restrict the recipients' rights in the Source Code
+Form.
+
+3.2. Distribution of Executable Form
+
+If You distribute Covered Software in Executable Form then:
+
+(a) such Covered Software must also be made available in Source Code
+    Form, as described in Section 3.1, and You must inform recipients of
+    the Executable Form how they can obtain a copy of such Source Code
+    Form by reasonable means in a timely manner, at a charge no more
+    than the cost of distribution to the recipient; and
+
+(b) You may distribute such Executable Form under the terms of this
+    License, or sublicense it under different terms, provided that the
+    license for the Executable Form does not attempt to limit or alter
+    the recipients' rights in the Source Code Form under this License.
+
+3.3. Distribution of a Larger Work
+
+You may create and distribute a Larger Work under terms of Your choice,
+provided that You also comply with the requirements of this License for
+the Covered Software. If the Larger Work is a combination of Covered
+Software with a work governed by one or more Secondary Licenses, and the
+Covered Software is not Incompatible With Secondary Licenses, this
+License permits You to additionally distribute such Covered Software
+under the terms of such Secondary License(s), so that the recipient of
+the Larger Work may, at their option, further distribute the Covered
+Software under the terms of either this License or such Secondary
+License(s).
+
+3.4. Notices
+
+You may not remove or alter the substance of any license notices
+(including copyright notices, patent notices, disclaimers of warranty,
+or limitations of liability) contained within the Source Code Form of
+the Covered Software, except that You may alter any license notices to
+the extent required to remedy known factual inaccuracies.
+
+3.5. Application of Additional Terms
+
+You may choose to offer, and to charge a fee for, warranty, support,
+indemnity or liability obligations to one or more recipients of Covered
+Software. However, You may do so only on Your own behalf, and not on
+behalf of any Contributor. You must make it absolutely clear that any
+such warranty, support, indemnity, or liability obligation is offered by
+You alone, and You hereby agree to indemnify every Contributor for any
+liability incurred by such Contributor as a result of warranty, support,
+indemnity or liability terms You offer. You may include additional
+disclaimers of warranty and limitations of liability specific to any
+jurisdiction.
+
+4. Inability to Comply Due to Statute or Regulation
+---------------------------------------------------
+
+If it is impossible for You to comply with any of the terms of this
+License with respect to some or all of the Covered Software due to
+statute, judicial order, or regulation then You must: (a) comply with
+the terms of this License to the maximum extent possible; and (b)
+describe the limitations and the code they affect. Such description must
+be placed in a text file included with all distributions of the Covered
+Software under this License. Except to the extent prohibited by statute
+or regulation, such description must be sufficiently detailed for a
+recipient of ordinary skill to be able to understand it.
+
+5. Termination
+--------------
+
+5.1. The rights granted under this License will terminate automatically
+if You fail to comply with any of its terms. However, if You become
+compliant, then the rights granted under this License from a particular
+Contributor are reinstated (a) provisionally, unless and until such
+Contributor explicitly and finally terminates Your grants, and (b) on an
+ongoing basis, if such Contributor fails to notify You of the
+non-compliance by some reasonable means prior to 60 days after You have
+come back into compliance. Moreover, Your grants from a particular
+Contributor are reinstated on an ongoing basis if such Contributor
+notifies You of the non-compliance by some reasonable means, this is the
+first time You have received notice of non-compliance with this License
+from such Contributor, and You become compliant prior to 30 days after
+Your receipt of the notice.
+
+5.2. If You initiate litigation against any entity by asserting a patent
+infringement claim (excluding declaratory judgment actions,
+counter-claims, and cross-claims) alleging that a Contributor Version
+directly or indirectly infringes any patent, then the rights granted to
+You by any and all Contributors for the Covered Software under Section
+2.1 of this License shall terminate.
+
+5.3. In the event of termination under Sections 5.1 or 5.2 above, all
+end user license agreements (excluding distributors and resellers) which
+have been validly granted by You or Your distributors under this License
+prior to termination shall survive termination.
+
+************************************************************************
+*                                                                      *
+*  6. Disclaimer of Warranty                                           *
+*  -------------------------                                           *
+*                                                                      *
+*  Covered Software is provided under this License on an "as is"       *
+*  basis, without warranty of any kind, either expressed, implied, or  *
+*  statutory, including, without limitation, warranties that the       *
+*  Covered Software is free of defects, merchantable, fit for a        *
+*  particular purpose or non-infringing. The entire risk as to the     *
+*  quality and performance of the Covered Software is with You.        *
+*  Should any Covered Software prove defective in any respect, You     *
+*  (not any Contributor) assume the cost of any necessary servicing,   *
+*  repair, or correction. This disclaimer of warranty constitutes an   *
+*  essential part of this License. No use of any Covered Software is   *
+*  authorized under this License except under this disclaimer.         *
+*                                                                      *
+************************************************************************
+
+************************************************************************
+*                                                                      *
+*  7. Limitation of Liability                                          *
+*  --------------------------                                          *
+*                                                                      *
+*  Under no circumstances and under no legal theory, whether tort      *
+*  (including negligence), contract, or otherwise, shall any           *
+*  Contributor, or anyone who distributes Covered Software as          *
+*  permitted above, be liable to You for any direct, indirect,         *
+*  special, incidental, or consequential damages of any character      *
+*  including, without limitation, damages for lost profits, loss of    *
+*  goodwill, work stoppage, computer failure or malfunction, or any    *
+*  and all other commercial damages or losses, even if such party      *
+*  shall have been informed of the possibility of such damages. This   *
+*  limitation of liability shall not apply to liability for death or   *
+*  personal injury resulting from such party's negligence to the       *
+*  extent applicable law prohibits such limitation. Some               *
+*  jurisdictions do not allow the exclusion or limitation of           *
+*  incidental or consequential damages, so this exclusion and          *
+*  limitation may not apply to You.                                    *
+*                                                                      *
+************************************************************************
+
+8. Litigation
+-------------
+
+Any litigation relating to this License may be brought only in the
+courts of a jurisdiction where the defendant maintains its principal
+place of business and such litigation shall be governed by laws of that
+jurisdiction, without reference to its conflict-of-law provisions.
+Nothing in this Section shall prevent a party's ability to bring
+cross-claims or counter-claims.
+
+9. Miscellaneous
+----------------
+
+This License represents the complete agreement concerning the subject
+matter hereof. If any provision of this License is held to be
+unenforceable, such provision shall be reformed only to the extent
+necessary to make it enforceable. Any law or regulation which provides
+that the language of a contract shall be construed against the drafter
+shall not be used to construe this License against a Contributor.
+
+10. Versions of the License
+---------------------------
+
+10.1. New Versions
+
+Mozilla Foundation is the license steward. Except as provided in Section
+10.3, no one other than the license steward has the right to modify or
+publish new versions of this License. Each version will be given a
+distinguishing version number.
+
+10.2. Effect of New Versions
+
+You may distribute the Covered Software under the terms of the version
+of the License under which You originally received the Covered Software,
+or under the terms of any subsequent version published by the license
+steward.
+
+10.3. Modified Versions
+
+If you create software not governed by this License, and you want to
+create a new license for such software, you may create and use a
+modified version of this License if you rename the license and remove
+any references to the name of the license steward (except to note that
+such modified license differs from this License).
+
+10.4. Distributing Source Code Form that is Incompatible With Secondary
+Licenses
+
+If You choose to distribute Source Code Form that is Incompatible With
+Secondary Licenses under the terms of this version of the License, the
+notice described in Exhibit B of this License must be attached.
+
+Exhibit A - Source Code Form License Notice
+-------------------------------------------
+
+  This Source Code Form is subject to the terms of the Mozilla Public
+  License, v. 2.0. If a copy of the MPL was not distributed with this
+  file, You can obtain one at https://mozilla.org/MPL/2.0/.
+
+If it is not possible or desirable to put the notice in a particular
+file, then You may include the notice in a location (such as a LICENSE
+file in a relevant directory) where a recipient would be likely to look
+for such a notice.
+
+You may add additional accurate notices of copyright ownership.
+
+Exhibit B - "Incompatible With Secondary Licenses" Notice
+---------------------------------------------------------
+
+  This Source Code Form is "Incompatible With Secondary Licenses", as
+  defined by the Mozilla Public License, v. 2.0.
diff --git a/Makefile b/Makefile
deleted file mode 100644
index 4939ec0..0000000
--- a/Makefile
+++ /dev/null
@@ -1,8 +0,0 @@
-
-all: build serve
-
-build:
-	jupyter-book build . --config docs/_config.yml --toc docs/_toc.yml
-
-serve:
-	open _build/html/index.html
diff --git a/README.md b/README.md
index a9d54d0..ed2c629 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,5 @@
 # Development Data Partnership Heatwaves
 
-> A partnership between international organizations and companies, created to facilitate the use of third-party data in research and international development.
-
-Since the Partnership's domain (datapartnership.org) is registered to [GitHub Pages](https://pages.github.com), we can create project pages under the same domain.
-
 ## License
 
-The `heatwaves` repository is licensed under the **World Bank Master Community License Agreement**.
+This projects is licensed under the [**Mozilla Public License**](https://opensource.org/license/mpl-2-0/) - see the [LICENSE](LICENSE) file for details.
diff --git a/docs/_config.yml b/docs/_config.yml
index 0aa86d6..4dc005f 100644
--- a/docs/_config.yml
+++ b/docs/_config.yml
@@ -19,7 +19,10 @@ html:
   baseurl: https://datapartnership.github.io/heatwaves/PH
   extra_footer: |
     <div>
-        <b>All content (unless otherwise specified) is subject to the <a href="https://raw.githubusercontent.com/worldbank/template/main/LICENSE">World Bank Master Community License Agreement.</a></b>
+     Country borders or names do not necessarily reflect the World Bank Group’s official position. All maps are for illustrative purposes and do not imply the expression of any opinion on the part of the World Bank, concerning the legal status of any country or territory or concerning the delimitation of frontiers or boundaries
+    </div>
+    <div>
+        <b>All content (unless otherwise specified) is subject to the <a href="https://www.mozilla.org/en-US/MPL">Mozilla Public License.</a></b>
     </div>
 
 #######################################################################################
diff --git a/docs/requirements.txt b/docs/requirements.txt
deleted file mode 100644
index a2a1020..0000000
--- a/docs/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-jupyter-book==0.14
\ No newline at end of file
diff --git a/environment.yml b/notebooks/environment.yml
similarity index 92%
rename from environment.yml
rename to notebooks/environment.yml
index 615d7cf..33333a6 100644
--- a/environment.yml
+++ b/notebooks/environment.yml
@@ -8,4 +8,4 @@ dependencies:
   - netCDF4
   - shapely
   - rioxarray
-  - xarray
\ No newline at end of file
+  - xarray
diff --git a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
index b836394..3d44bee 100644
--- a/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
+++ b/notebooks/measuring-heatwaves/heatwaves-in-philippines.ipynb
@@ -42,15 +42,11 @@
     "%autoreload 2\n",
     "\n",
     "import pandas as pd\n",
-    "import rioxarray\n",
     "import xarray as xr\n",
-    "from netCDF4 import Dataset\n",
     "import geopandas\n",
     "\n",
-    "import dask.dataframe as dd\n",
-    "import dask_geopandas as dg\n",
     "\n",
-    "from heatwaves.weather import *\n"
+    "from heatwaves.weather import *"
    ]
   },
   {
@@ -66,13 +62,12 @@
     "import bokeh\n",
     "from bokeh.layouts import *\n",
     "from bokeh.models import *\n",
-    "import matplotlib as mpl\n",
     "\n",
     "from bokeh.core.validation.warnings import EMPTY_LAYOUT, MISSING_RENDERERS\n",
+    "\n",
     "bokeh.core.validation.silence(EMPTY_LAYOUT, True)\n",
     "bokeh.core.validation.silence(MISSING_RENDERERS, True)\n",
-    "from bokeh.plotting import figure, output_file, show, output_notebook\n",
-    "from bokeh.models import Span"
+    "from bokeh.plotting import show, output_notebook"
    ]
   },
   {
@@ -120,13 +115,28 @@
    },
    "outputs": [],
    "source": [
-    "PHILIPPINES  = geopandas.read_file('../../data/shapefiles/philippines/phl_adminboundaries_candidate_exclude_adm3/phl_admbnda_adm2_psa_namria_20200529.shp')\n",
-    "MANILA = PHILIPPINES[PHILIPPINES['ADM2_EN'].isin(['NCR, City of Manila, First District', 'NCR, Second District', 'NCR, Third District', 'NCR, Fourth District'])]\n",
-    "PHILIPPINES_ADM3 = geopandas.read_file('../../data/shapefiles/philippines/phl_adminboundaries_candidate_adm3/phl_admbnda_adm3_psa_namria_20200529.shp')\n",
-    "DAVAO = PHILIPPINES_ADM3[PHILIPPINES_ADM3['ADM3_EN'].isin(['Davao City'])]\n",
-    "ZAMBOANGA = PHILIPPINES_ADM3[PHILIPPINES_ADM3['ADM3_EN'].isin(['Zamboanga City'])]\n",
-    "CEBU = PHILIPPINES_ADM3[PHILIPPINES_ADM3['ADM3_EN'].isin(['Cebu City'])]\n",
-    "PHILIPPINES_ADM1= geopandas.read_file('../../data/shapefiles/philippines/phl_adminboundaries_candidate_exclude_adm3/phl_admbnda_adm1_psa_namria_20200529.shp')"
+    "PHILIPPINES = geopandas.read_file(\n",
+    "    \"../../data/shapefiles/philippines/phl_adminboundaries_candidate_exclude_adm3/phl_admbnda_adm2_psa_namria_20200529.shp\"\n",
+    ")\n",
+    "MANILA = PHILIPPINES[\n",
+    "    PHILIPPINES[\"ADM2_EN\"].isin(\n",
+    "        [\n",
+    "            \"NCR, City of Manila, First District\",\n",
+    "            \"NCR, Second District\",\n",
+    "            \"NCR, Third District\",\n",
+    "            \"NCR, Fourth District\",\n",
+    "        ]\n",
+    "    )\n",
+    "]\n",
+    "PHILIPPINES_ADM3 = geopandas.read_file(\n",
+    "    \"../../data/shapefiles/philippines/phl_adminboundaries_candidate_adm3/phl_admbnda_adm3_psa_namria_20200529.shp\"\n",
+    ")\n",
+    "DAVAO = PHILIPPINES_ADM3[PHILIPPINES_ADM3[\"ADM3_EN\"].isin([\"Davao City\"])]\n",
+    "ZAMBOANGA = PHILIPPINES_ADM3[PHILIPPINES_ADM3[\"ADM3_EN\"].isin([\"Zamboanga City\"])]\n",
+    "CEBU = PHILIPPINES_ADM3[PHILIPPINES_ADM3[\"ADM3_EN\"].isin([\"Cebu City\"])]\n",
+    "PHILIPPINES_ADM1 = geopandas.read_file(\n",
+    "    \"../../data/shapefiles/philippines/phl_adminboundaries_candidate_exclude_adm3/phl_admbnda_adm1_psa_namria_20200529.shp\"\n",
+    ")"
    ]
   },
   {
@@ -159,8 +169,8 @@
    },
    "outputs": [],
    "source": [
-    "#PHL_POP_ADM1 = geopandas.read_file('../../data/population/philippines_population_adm1.geojson')\n",
-    "#PHL_POP_ADM2 = geopandas.read_file('../../data/population/philippines_population_adm2.geojson')"
+    "# PHL_POP_ADM1 = geopandas.read_file('../../data/population/philippines_population_adm1.geojson')\n",
+    "# PHL_POP_ADM2 = geopandas.read_file('../../data/population/philippines_population_adm2.geojson')"
    ]
   },
   {
@@ -180,9 +190,9 @@
    },
    "outputs": [],
    "source": [
-    "#population_adm1 = PHILIPPINES_ADM1.sjoin(population_gdf)\n",
-    "#population_adm2 = PHILIPPINES.sjoin(population_gdf)\n",
-    "#population_adm3 = PHILIPPINES_ADM3.sjoin(population_gdf)\n"
+    "# population_adm1 = PHILIPPINES_ADM1.sjoin(population_gdf)\n",
+    "# population_adm2 = PHILIPPINES.sjoin(population_gdf)\n",
+    "# population_adm3 = PHILIPPINES_ADM3.sjoin(population_gdf)\n"
    ]
   },
   {
@@ -195,7 +205,12 @@
    },
    "outputs": [],
    "source": [
-    "population_adm1 = population_adm1[['ADM1_EN', 'phl_general_2020']].groupby(['ADM1_EN']).sum().reset_index()\n",
+    "population_adm1 = (\n",
+    "    population_adm1[[\"ADM1_EN\", \"phl_general_2020\"]]\n",
+    "    .groupby([\"ADM1_EN\"])\n",
+    "    .sum()\n",
+    "    .reset_index()\n",
+    ")\n",
     "# population_adm2 = population_adm2[['ADM2_EN', 'phl_general_2020']].groupby(['ADM2_EN', 'ADM1_EN']).sum().reset_index()\n",
     "# population_adm3 = population_adm3[['ADM3_EN', 'phl_general_2020']].groupby(['ADM3_EN', 'ADM2_EN', 'ADM1_EN']).sum().reset_index()"
    ]
@@ -240,18 +255,18 @@
    "source": [
     "import matplotlib.pyplot as plt\n",
     "\n",
-    "fig, ax = plt.subplots(1,3, figsize=(36,6))\n",
+    "fig, ax = plt.subplots(1, 3, figsize=(36, 6))\n",
     "plt.rcParams[\"font.family\"] = \"cursive\"\n",
     "\n",
-    "PHILIPPINES_ADM1.plot(column='phl_general_2020', legend = False, ax=ax[0])\n",
-    "PHILIPPINES_ADM2.plot(column='phl_general_2020', legend = False, ax=ax[1])\n",
-    "PHILIPPINES_ADM3.plot(column='phl_general_2020', legend = True, ax=ax[2])\n",
+    "PHILIPPINES_ADM1.plot(column=\"phl_general_2020\", legend=False, ax=ax[0])\n",
+    "PHILIPPINES_ADM2.plot(column=\"phl_general_2020\", legend=False, ax=ax[1])\n",
+    "PHILIPPINES_ADM3.plot(column=\"phl_general_2020\", legend=True, ax=ax[2])\n",
     "\n",
-    "for i in range(0,2):\n",
-    "    ax[i].spines['top'].set_visible(False)\n",
-    "    ax[i].spines['bottom'].set_visible(False)\n",
-    "    ax[i].spines['right'].set_visible(False)\n",
-    "    ax[i].spines['left'].set_visible(False)\n",
+    "for i in range(0, 2):\n",
+    "    ax[i].spines[\"top\"].set_visible(False)\n",
+    "    ax[i].spines[\"bottom\"].set_visible(False)\n",
+    "    ax[i].spines[\"right\"].set_visible(False)\n",
+    "    ax[i].spines[\"left\"].set_visible(False)\n",
     "\n",
     "    ax[i].set_xticks([])\n",
     "    ax[i].set_yticks([])"
@@ -293,7 +308,9 @@
    },
    "outputs": [],
    "source": [
-    "ds_mean2_gldas=xr.open_mfdataset(\"../../data/gldas/ymean2/wld_cli_*.nc4\", parallel = True)"
+    "ds_mean2_gldas = xr.open_mfdataset(\n",
+    "    \"../../data/gldas/ymean2/wld_cli_*.nc4\", parallel=True\n",
+    ")"
    ]
   },
   {
@@ -307,7 +324,7 @@
    "outputs": [],
    "source": [
     "def add_city_name(df, city_name):\n",
-    "    df['city'] = city_name\n",
+    "    df[\"city\"] = city_name\n",
     "\n",
     "    return df"
    ]
@@ -322,12 +339,22 @@
    },
    "outputs": [],
    "source": [
-    "manila_hwdi_mean2 = add_city_name(clip_area(ds_mean2_gldas, MANILA).to_dataframe().reset_index(), 'Manila')\n",
-    "davao_hwdi_mean2 = add_city_name(clip_area(ds_mean2_gldas, DAVAO).to_dataframe().reset_index(), 'Davao')\n",
-    "zamboanga_hwdi_mean2 = add_city_name(clip_area(ds_mean2_gldas, ZAMBOANGA).to_dataframe().reset_index(), 'Zamboanga')\n",
-    "cebu_hwdi_mean2 = add_city_name(clip_area(ds_mean2_gldas, CEBU).to_dataframe().reset_index(), 'Cebu')\n",
+    "manila_hwdi_mean2 = add_city_name(\n",
+    "    clip_area(ds_mean2_gldas, MANILA).to_dataframe().reset_index(), \"Manila\"\n",
+    ")\n",
+    "davao_hwdi_mean2 = add_city_name(\n",
+    "    clip_area(ds_mean2_gldas, DAVAO).to_dataframe().reset_index(), \"Davao\"\n",
+    ")\n",
+    "zamboanga_hwdi_mean2 = add_city_name(\n",
+    "    clip_area(ds_mean2_gldas, ZAMBOANGA).to_dataframe().reset_index(), \"Zamboanga\"\n",
+    ")\n",
+    "cebu_hwdi_mean2 = add_city_name(\n",
+    "    clip_area(ds_mean2_gldas, CEBU).to_dataframe().reset_index(), \"Cebu\"\n",
+    ")\n",
     "\n",
-    "phl_cities_hwdi_mean2 = pd.concat([manila_hwdi_mean2, zamboanga_hwdi_mean2, davao_hwdi_mean2, cebu_hwdi_mean2])"
+    "phl_cities_hwdi_mean2 = pd.concat(\n",
+    "    [manila_hwdi_mean2, zamboanga_hwdi_mean2, davao_hwdi_mean2, cebu_hwdi_mean2]\n",
+    ")"
    ]
   },
   {
@@ -380,7 +407,15 @@
    ],
    "source": [
     "output_notebook()\n",
-    "show(get_line_plot(phl_cities_hwdi_mean2, measure = 'heat_waves_per_time_period', title = 'Heatwaves per time period', subtitle = 'heatwave is defined as 2 consecutive days where the mean temperature is more than 5 degrees of the mean temperature of the baseline from 1948 to 2014', source= 'GLDAS data with analysis from the Data Lab, World Bank'))"
+    "show(\n",
+    "    get_line_plot(\n",
+    "        phl_cities_hwdi_mean2,\n",
+    "        measure=\"heat_waves_per_time_period\",\n",
+    "        title=\"Heatwaves per time period\",\n",
+    "        subtitle=\"heatwave is defined as 2 consecutive days where the mean temperature is more than 5 degrees of the mean temperature of the baseline from 1948 to 2014\",\n",
+    "        source=\"GLDAS data with analysis from the Data Lab, World Bank\",\n",
+    "    )\n",
+    ")"
    ]
   },
   {
@@ -393,10 +428,19 @@
    },
    "outputs": [],
    "source": [
-    "manila_heatindex = add_city_name(pd.read_csv('../../data/gldas/heatindex/manila_heat_index_daily.csv'), 'Manila')\n",
-    "davao_heatindex = add_city_name(pd.read_csv('../../data/gldas/heatindex/davao_heat_index_daily.csv'), 'Davao')\n",
-    "zamboanga_heatindex = add_city_name(pd.read_csv('../../data/gldas/heatindex/zamboanga_heat_index_daily.csv'), 'Zamboanga')\n",
-    "cebu_heatindex = add_city_name(pd.read_csv('../../data/gldas/heatindex/cebu_heat_index_daily.csv'), 'Cebu')"
+    "manila_heatindex = add_city_name(\n",
+    "    pd.read_csv(\"../../data/gldas/heatindex/manila_heat_index_daily.csv\"), \"Manila\"\n",
+    ")\n",
+    "davao_heatindex = add_city_name(\n",
+    "    pd.read_csv(\"../../data/gldas/heatindex/davao_heat_index_daily.csv\"), \"Davao\"\n",
+    ")\n",
+    "zamboanga_heatindex = add_city_name(\n",
+    "    pd.read_csv(\"../../data/gldas/heatindex/zamboanga_heat_index_daily.csv\"),\n",
+    "    \"Zamboanga\",\n",
+    ")\n",
+    "cebu_heatindex = add_city_name(\n",
+    "    pd.read_csv(\"../../data/gldas/heatindex/cebu_heat_index_daily.csv\"), \"Cebu\"\n",
+    ")"
    ]
   },
   {
@@ -409,7 +453,9 @@
    },
    "outputs": [],
    "source": [
-    "phl_cities_heatindex = pd.concat([manila_heatindex, zamboanga_heatindex, davao_heatindex, cebu_heatindex])"
+    "phl_cities_heatindex = pd.concat(\n",
+    "    [manila_heatindex, zamboanga_heatindex, davao_heatindex, cebu_heatindex]\n",
+    ")"
    ]
   },
   {
@@ -418,8 +464,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "phl_cities_heatindex_year = phl_cities_heatindex[['city', 'time', 'heat_index']].groupby([pd.Grouper(key='time', freq='Y'), 'city']).agg({'mean', 'max', 'min'}).reset_index()\n",
-    "phl_cities_heatindex_year.set_index(['time', 'city'], inplace=True)\n",
+    "phl_cities_heatindex_year = (\n",
+    "    phl_cities_heatindex[[\"city\", \"time\", \"heat_index\"]]\n",
+    "    .groupby([pd.Grouper(key=\"time\", freq=\"Y\"), \"city\"])\n",
+    "    .agg({\"mean\", \"max\", \"min\"})\n",
+    "    .reset_index()\n",
+    ")\n",
+    "phl_cities_heatindex_year.set_index([\"time\", \"city\"], inplace=True)\n",
     "phl_cities_heatindex_year.columns = phl_cities_heatindex_year.columns.droplevel(0)\n",
     "phl_cities_heatindex_year.reset_index(inplace=True)"
    ]
@@ -430,7 +481,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "phl_cities_heatindex['time'] = phl_cities_heatindex['time'].apply(lambda x: datetime.strptime(x, '%Y-%m-%d %H:%M:%S'))"
+    "phl_cities_heatindex[\"time\"] = phl_cities_heatindex[\"time\"].apply(\n",
+    "    lambda x: datetime.strptime(x, \"%Y-%m-%d %H:%M:%S\")\n",
+    ")"
    ]
   },
   {
@@ -484,15 +537,25 @@
    "source": [
     "output_notebook()\n",
     "from bokeh.models import Panel\n",
+    "\n",
     "bokeh.core.validation.silence(EMPTY_LAYOUT, True)\n",
     "bokeh.core.validation.silence(MISSING_RENDERERS, True)\n",
     "\n",
     "tabs = []\n",
     "\n",
-    "for value in list(['min', 'max', 'mean']):\n",
-    "\n",
-    "    tabs.append(Panel(child=get_line_plot(phl_cities_heatindex_year.reset_index(), f\"Heat Index Per Year\", \"Source: GLDAS NASA - Heat index calculated using NWS (2011)\",measure=value,  subtitle = 'Heat index is calculated using both temperature and relative humidity'), title=value.capitalize()\n",
-    "                ))\n",
+    "for value in list([\"min\", \"max\", \"mean\"]):\n",
+    "    tabs.append(\n",
+    "        Panel(\n",
+    "            child=get_line_plot(\n",
+    "                phl_cities_heatindex_year.reset_index(),\n",
+    "                \"Heat Index Per Year\",\n",
+    "                \"Source: GLDAS NASA - Heat index calculated using NWS (2011)\",\n",
+    "                measure=value,\n",
+    "                subtitle=\"Heat index is calculated using both temperature and relative humidity\",\n",
+    "            ),\n",
+    "            title=value.capitalize(),\n",
+    "        )\n",
+    "    )\n",
     "\n",
     "tabs = Tabs(tabs=tabs, sizing_mode=\"scale_both\")\n",
     "show(tabs, warn_on_missing_glyphs=False)"
@@ -518,13 +581,25 @@
    },
    "outputs": [],
    "source": [
-    "manilaport_heatindex_pagasa = add_city_name(geopandas.read_file('../../data/pasay/pag_port.geojson'), 'Manila Port')\n",
-    "manilaquezon_heatindex_pagasa = add_city_name(geopandas.read_file('../../data/pasay/pag_quezon.geojson'), 'Quezon')\n",
-    "manilapasay_heatindex_pagasa = add_city_name(geopandas.read_file('../../data/pasay/pag_pasay.geojson'), 'Pasay')\n",
+    "manilaport_heatindex_pagasa = add_city_name(\n",
+    "    geopandas.read_file(\"../../data/pasay/pag_port.geojson\"), \"Manila Port\"\n",
+    ")\n",
+    "manilaquezon_heatindex_pagasa = add_city_name(\n",
+    "    geopandas.read_file(\"../../data/pasay/pag_quezon.geojson\"), \"Quezon\"\n",
+    ")\n",
+    "manilapasay_heatindex_pagasa = add_city_name(\n",
+    "    geopandas.read_file(\"../../data/pasay/pag_pasay.geojson\"), \"Pasay\"\n",
+    ")\n",
     "\n",
-    "manilaport_heatindex_pagasa_max = add_city_name(geopandas.read_file('../../data/pasay/pag_port_max.geojson'), 'Manila Port')\n",
-    "manilaquezon_heatindex_pagasa_max = add_city_name(geopandas.read_file('../../data/pasay/pag_quezon_max.geojson'), 'Quezon')\n",
-    "manilapasay_heatindex_pagasa_max = add_city_name(geopandas.read_file('../../data/pasay/pag_pasay_max.geojson'), 'Pasay')"
+    "manilaport_heatindex_pagasa_max = add_city_name(\n",
+    "    geopandas.read_file(\"../../data/pasay/pag_port_max.geojson\"), \"Manila Port\"\n",
+    ")\n",
+    "manilaquezon_heatindex_pagasa_max = add_city_name(\n",
+    "    geopandas.read_file(\"../../data/pasay/pag_quezon_max.geojson\"), \"Quezon\"\n",
+    ")\n",
+    "manilapasay_heatindex_pagasa_max = add_city_name(\n",
+    "    geopandas.read_file(\"../../data/pasay/pag_pasay_max.geojson\"), \"Pasay\"\n",
+    ")"
    ]
   },
   {
@@ -549,8 +624,13 @@
    "outputs": [],
    "source": [
     "from datetime import datetime\n",
-    "manilaport_heatindex_pagasa_max['Date'] = manilaport_heatindex_pagasa_max['Date'].apply(lambda x: datetime.strptime(x, '%d/%m/%Y'))\n",
-    "manilaquezon_heatindex_pagasa_max['Date'] = pd.to_datetime(manilaquezon_heatindex_pagasa_max[['Year', 'Month', 'Day']])"
+    "\n",
+    "manilaport_heatindex_pagasa_max[\"Date\"] = manilaport_heatindex_pagasa_max[\"Date\"].apply(\n",
+    "    lambda x: datetime.strptime(x, \"%d/%m/%Y\")\n",
+    ")\n",
+    "manilaquezon_heatindex_pagasa_max[\"Date\"] = pd.to_datetime(\n",
+    "    manilaquezon_heatindex_pagasa_max[[\"Year\", \"Month\", \"Day\"]]\n",
+    ")"
    ]
   },
   {
@@ -574,8 +654,20 @@
    },
    "outputs": [],
    "source": [
-    "phl_cities_heatindex_pagasa = pd.concat([manilaport_heatindex_pagasa, manilaquezon_heatindex_pagasa, manilapasay_heatindex_pagasa])\n",
-    "phl_cities_heatindex_pagasa_max = pd.concat([manilaport_heatindex_pagasa_max, manilaquezon_heatindex_pagasa_max, manilapasay_heatindex_pagasa_max])"
+    "phl_cities_heatindex_pagasa = pd.concat(\n",
+    "    [\n",
+    "        manilaport_heatindex_pagasa,\n",
+    "        manilaquezon_heatindex_pagasa,\n",
+    "        manilapasay_heatindex_pagasa,\n",
+    "    ]\n",
+    ")\n",
+    "phl_cities_heatindex_pagasa_max = pd.concat(\n",
+    "    [\n",
+    "        manilaport_heatindex_pagasa_max,\n",
+    "        manilaquezon_heatindex_pagasa_max,\n",
+    "        manilapasay_heatindex_pagasa_max,\n",
+    "    ]\n",
+    ")"
    ]
   },
   {
@@ -588,8 +680,8 @@
    },
    "outputs": [],
    "source": [
-    "phl_cities_heatindex_pagasa_max.rename(columns = {'Date':'time'}, inplace=True)\n",
-    "phl_cities_heatindex_pagasa.rename(columns = {'Date':'time'}, inplace=True)"
+    "phl_cities_heatindex_pagasa_max.rename(columns={\"Date\": \"time\"}, inplace=True)\n",
+    "phl_cities_heatindex_pagasa.rename(columns={\"Date\": \"time\"}, inplace=True)"
    ]
   },
   {
@@ -602,8 +694,12 @@
    },
    "outputs": [],
    "source": [
-    "manila_heatindex_tomorrowio_mean = pd.read_csv('../../data/tomorrow.io/manila_april2023_mean_heat_index.csv')\n",
-    "manila_heatindex_tomorrowio_max= pd.read_csv('../../data/tomorrow.io/manila_april2023_max_heat_index.csv')"
+    "manila_heatindex_tomorrowio_mean = pd.read_csv(\n",
+    "    \"../../data/tomorrow.io/manila_april2023_mean_heat_index.csv\"\n",
+    ")\n",
+    "manila_heatindex_tomorrowio_max = pd.read_csv(\n",
+    "    \"../../data/tomorrow.io/manila_april2023_max_heat_index.csv\"\n",
+    ")"
    ]
   },
   {
@@ -616,8 +712,12 @@
    },
    "outputs": [],
    "source": [
-    "manila_heatindex_tomorrowio_mean['startTime'] = manila_heatindex_tomorrowio_mean['startTime'].apply(lambda x: datetime.strptime(x, '%Y-%m-%dT%H:%M:%S'))\n",
-    "manila_heatindex_tomorrowio_max['startTime'] = manila_heatindex_tomorrowio_max['startTime'].apply(lambda x: datetime.strptime(x, '%Y-%m-%dT%H:%M:%S'))"
+    "manila_heatindex_tomorrowio_mean[\"startTime\"] = manila_heatindex_tomorrowio_mean[\n",
+    "    \"startTime\"\n",
+    "].apply(lambda x: datetime.strptime(x, \"%Y-%m-%dT%H:%M:%S\"))\n",
+    "manila_heatindex_tomorrowio_max[\"startTime\"] = manila_heatindex_tomorrowio_max[\n",
+    "    \"startTime\"\n",
+    "].apply(lambda x: datetime.strptime(x, \"%Y-%m-%dT%H:%M:%S\"))"
    ]
   },
   {
@@ -630,8 +730,16 @@
    },
    "outputs": [],
    "source": [
-    "manila_heatindex_tomorrowio_mean = manila_heatindex_tomorrowio_mean.groupby(['startTime']).mean()[['heat_index_C']].reset_index()\n",
-    "manila_heatindex_tomorrowio_max = manila_heatindex_tomorrowio_max.groupby(['startTime']).mean()[['heat_index_C']].reset_index()"
+    "manila_heatindex_tomorrowio_mean = (\n",
+    "    manila_heatindex_tomorrowio_mean.groupby([\"startTime\"])\n",
+    "    .mean()[[\"heat_index_C\"]]\n",
+    "    .reset_index()\n",
+    ")\n",
+    "manila_heatindex_tomorrowio_max = (\n",
+    "    manila_heatindex_tomorrowio_max.groupby([\"startTime\"])\n",
+    "    .mean()[[\"heat_index_C\"]]\n",
+    "    .reset_index()\n",
+    ")"
    ]
   },
   {
@@ -644,8 +752,8 @@
    },
    "outputs": [],
    "source": [
-    "manila_heatindex_tomorrowio_mean['city'] = 'Manila'\n",
-    "manila_heatindex_tomorrowio_max['city'] = 'Manila'"
+    "manila_heatindex_tomorrowio_mean[\"city\"] = \"Manila\"\n",
+    "manila_heatindex_tomorrowio_max[\"city\"] = \"Manila\""
    ]
   },
   {
@@ -658,8 +766,12 @@
    },
    "outputs": [],
    "source": [
-    "manila_heatindex_tomorrowio_mean.rename(columns = {'startTime':'time', 'heat_index_C':'Average Heat Index'}, inplace=True)\n",
-    "manila_heatindex_tomorrowio_max.rename(columns = {'startTime':'time', 'heat_index_C':'Maximum Heat Index'}, inplace=True)"
+    "manila_heatindex_tomorrowio_mean.rename(\n",
+    "    columns={\"startTime\": \"time\", \"heat_index_C\": \"Average Heat Index\"}, inplace=True\n",
+    ")\n",
+    "manila_heatindex_tomorrowio_max.rename(\n",
+    "    columns={\"startTime\": \"time\", \"heat_index_C\": \"Maximum Heat Index\"}, inplace=True\n",
+    ")"
    ]
   },
   {
@@ -724,7 +836,15 @@
    ],
    "source": [
     "output_notebook()\n",
-    "show(get_line_plot(pd.concat([manila_heatindex_tomorrowio_max, phl_cities_heatindex_pagasa_max]), measure = 'Maximum Heat Index', title = 'Max Heat Index', subtitle = 'heat index calculated from Tomorrow.io', source= 'Tomorrow.io'))"
+    "show(\n",
+    "    get_line_plot(\n",
+    "        pd.concat([manila_heatindex_tomorrowio_max, phl_cities_heatindex_pagasa_max]),\n",
+    "        measure=\"Maximum Heat Index\",\n",
+    "        title=\"Max Heat Index\",\n",
+    "        subtitle=\"heat index calculated from Tomorrow.io\",\n",
+    "        source=\"Tomorrow.io\",\n",
+    "    )\n",
+    ")"
    ]
   },
   {
@@ -789,7 +909,15 @@
    ],
    "source": [
     "output_notebook()\n",
-    "show(get_line_plot(pd.concat([manila_heatindex_tomorrowio_mean, phl_cities_heatindex_pagasa]), measure = 'Average Heat Index', title = 'Mean Heat Index', subtitle = 'heat index calculated from Tomorrow.io', source= 'Tomorrow.io'))"
+    "show(\n",
+    "    get_line_plot(\n",
+    "        pd.concat([manila_heatindex_tomorrowio_mean, phl_cities_heatindex_pagasa]),\n",
+    "        measure=\"Average Heat Index\",\n",
+    "        title=\"Mean Heat Index\",\n",
+    "        subtitle=\"heat index calculated from Tomorrow.io\",\n",
+    "        source=\"Tomorrow.io\",\n",
+    "    )\n",
+    ")"
    ]
   },
   {
diff --git a/pyproject.toml b/pyproject.toml
index aef0369..db355fb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,22 +1,20 @@
 [build-system]
-requires = ["setuptools>=61.0.0"]
-build-backend = "setuptools.build_meta"
+requires = ["hatchling>=1.21.0", "hatch-vcs>=0.3.0"]
+build-backend = "hatchling.build"
 
 [project]
 name = "heatwaves"
-dynamic = ["version"]
-description = "Package for mesuring impact of and vulnerability to heatwaves created by the WB Data Lab"
-readme = {file = "README.md", content-type = "text/markdown"}
-license = {file = "LICENSE"}
-keywords = ["world bank", "climate change", "heatwave"]
-authors = [
-  {name="World Bank Data Lab", email="datalab@worldbank.org"},
-]
+description = "Package for measuring impact of and vulnerability to heatwaves created by the WB Data Lab"
+readme = { file = "README.md", content-type = "text/markdown" }
+license = { file = "LICENSE" }
+keywords = ["climate change", "heatwaves", "world bank"]
+authors = [{ name = "World Bank Data Lab", email = "datalab@worldbank.org" }]
 maintainers = [
-  {name="Sahiti Sarva", email="ssarva@worldbank.org"},
+	{ name = "Sahiti Sarva", email = "ssarva@worldbank.org" },
+	{ name = "Gabriel Stefanini Vicente", email = "gvicente@worldbank.org" },
 ]
 classifiers = [
-    "Programming Language :: Python :: 3",
+	"Programming Language :: Python :: 3",
 	"Programming Language :: Python :: 3.7",
 	"Programming Language :: Python :: 3.8",
 	"Programming Language :: Python :: 3.9",
@@ -27,15 +25,29 @@ classifiers = [
 	"Intended Audience :: Developers",
 	"Operating System :: OS Independent",
 ]
+dynamic = ["version"]
+
 requires-python = ">=3.7"
-dependencies = []
 [project.optional-dependencies]
-notebook = ["notebook>=6.5.2"]
-
+docs = [
+	"docutils==0.17.1",     # https://jupyterbook.org/en/stable/content/citations.html?highlight=docutils#citations-and-bibliographies
+	"jupyter-book>=0.15.1",
+]
 [project.urls]
 "Homepage" = "https://github.com/datapartnership/heatwaves"
 "Bug Reports" = "https://github.com/datapartnership/heatwaves/issues"
 "Source" = "https://github.com/datapartnership/heatwaves"
 
-[tool.setuptools.dynamic]
-version = {attr = "heatwaves.__version__"}
\ No newline at end of file
+[tool.codespell]
+skip = './.git,docs/_build,docs/references.bib,*.py,*.R,*.png,*.gz,*.whl'
+ignore-regex = '^\s*"image\/png":\s.*'
+ignore-words-list = "gost,"
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/heatwaves"]
+
+[tool.hatch.version]
+source = "vcs"
+
+[tool.ruff.lint.pydocstyle]
+convention = "numpy"
diff --git a/src/heatwaves/__init__.py b/src/heatwaves/__init__.py
index 1db78e9..95a70e5 100644
--- a/src/heatwaves/__init__.py
+++ b/src/heatwaves/__init__.py
@@ -3,4 +3,4 @@
 logging.basicConfig(level=logging.INFO)
 log = logging.getLogger(__name__)
 
-__version__="2023.07.1"
+__version__ = "2023.07.1"
diff --git a/src/heatwaves/geographic.py b/src/heatwaves/geographic.py
index 95b6084..93f1f32 100644
--- a/src/heatwaves/geographic.py
+++ b/src/heatwaves/geographic.py
@@ -1,6 +1,5 @@
 def clip_area(ds, area):
-
     ds.rio.write_crs("EPSG:4326", inplace=True)
-    clipped_area = ds.rio.clip(area.geometry.values,all_touched=True, drop=True)
+    clipped_area = ds.rio.clip(area.geometry.values, all_touched=True, drop=True)
 
-    return clipped_area
\ No newline at end of file
+    return clipped_area
diff --git a/src/heatwaves/weather.py b/src/heatwaves/weather.py
index 4ee7fbc..277c8fe 100644
--- a/src/heatwaves/weather.py
+++ b/src/heatwaves/weather.py
@@ -1,67 +1,88 @@
-
 import math
 from .geographic import *
 
+
 def convert_kelvin_to_fahrenheit(k):
-    return 1.8*(k-273.15) + 32
+    return 1.8 * (k - 273.15) + 32
+
 
 def convert_celcius_to_fahrenheit(c):
-    return 9*(c/5)+32
+    return 9 * (c / 5) + 32
+
 
 def convert_fahrenheit_to_celcius(f):
-    return (5/9)*(f-32)
-    
+    return (5 / 9) * (f - 32)
 
 
 def calculate_heat_index(T, RH):
     ## Taken from the NWS 2011 definition of a heatwave
-    if T<=40:
+    if T <= 40:
         return T
     else:
-        A = -10.3 + 1.1*T + 0.047*RH
-        if A<79:
+        A = -10.3 + 1.1 * T + 0.047 * RH
+        if A < 79:
             return A
         else:
-            B = -42.379+2.04901523*T + 10.14333127*RH -0.22475541*T*RH- .00683783*T*T - .05481717*RH*RH + .00122874*T*T*RH + .00085282*T*RH*RH - .00000199*T*T*RH*RH
-            if RH <= 13 and T>=80 and T<=112:
-                return B - (math.abs(13-RH)/4)*(math.sqrt((17-math.abs(T-95))/17))
-            elif RH>85 and T>=80 and T<=87:
-                return B + 0.02*(RH-85)*(87-T)
+            B = (
+                -42.379
+                + 2.04901523 * T
+                + 10.14333127 * RH
+                - 0.22475541 * T * RH
+                - 0.00683783 * T * T
+                - 0.05481717 * RH * RH
+                + 0.00122874 * T * T * RH
+                + 0.00085282 * T * RH * RH
+                - 0.00000199 * T * T * RH * RH
+            )
+            if RH <= 13 and T >= 80 and T <= 112:
+                return B - (math.abs(13 - RH) / 4) * (
+                    math.sqrt((17 - math.abs(T - 95)) / 17)
+                )
+            elif RH > 85 and T >= 80 and T <= 87:
+                return B + 0.02 * (RH - 85) * (87 - T)
             else:
                 return B
-    #HI = -42.379 + 2.04901523*T + 10.14333127*RH - .22475541*T*RH - .00683783*T*T - .05481717*RH*RH + .00122874*T*T*RH + .00085282*T*RH*RH - .00000199*T*T*RH*RH
-    #return HI
+    # HI = -42.379 + 2.04901523*T + 10.14333127*RH - .22475541*T*RH - .00683783*T*T - .05481717*RH*RH + .00122874*T*T*RH + .00085282*T*RH*RH - .00000199*T*T*RH*RH
+    # return HI
+
 
 def combine_tmax_rh(tmax, rh):
-    tmax=tmax.to_dask_dataframe()
-    tmax['Tasmax_F'] = tmax['Tasmax'].apply(lambda x: convert_kelvin_to_fahrenheit(x), meta = ('Tasmax', 'float64'))
+    tmax = tmax.to_dask_dataframe()
+    tmax["Tasmax_F"] = tmax["Tasmax"].apply(
+        lambda x: convert_kelvin_to_fahrenheit(x), meta=("Tasmax", "float64")
+    )
     rh = rh.to_dask_dataframe()
-    hi = tmax.merge(rh, on = ['time', 'lat', 'lon'])
+    hi = tmax.merge(rh, on=["time", "lat", "lon"])
 
     return hi
 
 
 def classify_heat_index(x, t=0, rh=0):
-    if x==103 and rh<95 and t>86 and t<90:
+    if x == 103 and rh < 95 and t > 86 and t < 90:
         return 3
-    elif x>125:
+    elif x > 125:
         return 4
-    elif x>=104:
+    elif x >= 104:
         return 3
-    elif x>90:
+    elif x > 90:
         return 2
-    elif x>80:
+    elif x > 80:
         return 1
     else:
         return 0
-    
+
+
 def get_heat_index(ds_tasmax, ds_rh, shapefile):
     tmax = clip_area(ds_tasmax, shapefile)
     rh = clip_area(ds_rh, shapefile)
 
     hi = combine_tmax_rh(tmax, rh)
-    hi['heat_index'] = hi.apply(lambda x: calculate_heat_index(x['Tasmax_F'], x['RH_f_inst']), meta = (None, 'float64'), axis=1)
+    hi["heat_index"] = hi.apply(
+        lambda x: calculate_heat_index(x["Tasmax_F"], x["RH_f_inst"]),
+        meta=(None, "float64"),
+        axis=1,
+    )
 
     hi = hi.compute()
 
-    return hi
\ No newline at end of file
+    return hi