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This InfraNodus Subscription Terms of Service ("Agreement") is entered into by and between the InfraNodus entity set forth below ("InfraNodus") and the entity or person placing an order for or accessing any Services ("Customer" or "you"). If you are accessing or using the Services on behalf of your company, you represent that you are authorized to accept this Agreement on behalf of your company, and all references to "you" or "Customer" reference your company.

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This Agreement permits Customer to purchase subscriptions to online software-as-a-service products and other services from InfraNodus pursuant to any InfraNodus ordering documents, online registration, order descriptions or order confirmations referencing this Agreement ("Order Form(s)") and sets forth the basic terms and conditions under which those products and services will be delivered. This Agreement will govern Customer's initial purchase on the Effective Date as well as any future purchases made by Customer that reference this Agreement.

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The "Effective Date" of this Agreement is the date which is the earlier of (a) Customer's initial access to any Service (as defined below) through any online provisioning, registration or order process or (b) the effective date of the first Order Form referencing this Agreement.

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As used in this Agreement, "InfraNodus" means Dmitry Paranyushkin / Nodus Labs registered at 4, Rue de la Martinique, 75018 France as a micro-entrepreneur enterprise SIREN 81221881600013.

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Modifications to this Agreement : From time to time, InfraNodus may modify this Agreement. Unless otherwise specified by InfraNodus, changes become effective for Customer upon renewal of Customer's current Subscription Term (as defined below) or entry into a new Order Form. InfraNodus will use reasonable efforts to notify Customer of the changes through communications via Customer's account, email or other means. Customer may be required to click to accept or otherwise agree to the modified Agreement before renewing a Subscription Term or entering into a new Order Form, and in any event continued use of the Services after the updated version of this Agreement goes into effect will constitute Customer's acceptance of such updated version. If InfraNodus specifies that changes to the Agreement will take effect prior to Customer's next renewal or order (such as for legal compliance or product change reasons) and Customer objects to such changes, Customer may terminate the applicable

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Subscription Term.

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BY INDICATING YOUR ACCEPTANCE OF THIS AGREEMENT OR ACCESSING OR USING ANY SERVICES, YOU ARE AGREEING TO BE BOUND BY ALL TERMS, CONDITIONS, AND NOTICES CONTAINED OR REFERENCED IN THIS AGREEMENT. IF YOU DO NOT AGREE TO THIS AGREEMENT, PLEASE DO NOT USE ANY SERVICES. FOR CLARITY, EACH PARTY EXPRESSLY AGREES THAT THIS AGREEMENT IS LEGALLY BINDING UPON IT. THIS AGREEMENT CONTAINS MANDATORY ARBITRATION PROVISIONS THAT REQUIRE THE USE OF ARBITRATION TO RESOLVE DISPUTES, RATHER THAN JURY TRIALS. PLEASE READ IT CAREFULLY.

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1. Definitions

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"Contractor" means an independent contractor or consultant who is not a competitor of InfraNodus.

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"Customer Data" means any data of any type that is submitted to the Services by or on behalf of Customer, including without limitation: (a) data submitted, uploaded or imported to the Services by Customer (including from Third Party Platforms) and (b) data provided by or about People (including chat and message logs) that are collected from the Customer Properties using the Services.

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"Customer Properties" means Customer's websites, apps, or other offerings owned and operated by (or for the benefit of) Customer through which Customer uses the Services to communicate with People.

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"Dashboard" means InfraNodus's user interface for accessing and administering the Services that Customer may access via the web or the InfraNodus Apps.

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"Documentation" means the technical user documentation provided with the Services.

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"Feedback" means comments, questions, suggestions or other feedback relating to any InfraNodus product or service.

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"InfraNodus App" means any mobile application or desktop client software included in the applicable Service that is made available by InfraNodus.

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"InfraNodus Code" means certain JavaScript code, software development kits (SDKs) or other code provided by InfraNodus for deployment on Customer Properties.

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"Laws" means all applicable local, state, federal and international laws, regulations and conventions, including, without limitation, those related to data privacy and data transfer, international communications, and the exportation of technical or personal data.

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"People" (in the singular, "Person") means Customer's end user customers, potential customers, and other users of and visitors to the Customer Properties.

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"Permitted User" means an employee or Contractor of Customer who is authorized to access the Service.

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"Sensitive Personal Information" means any of the following: (i) credit, debit or other payment card data subject to the Payment Card Industry Data Security Standards ("PCI DSS"); (ii) patient, medical or other protected health information regulated by the Health Insurance Portability and Accountability Act ("HIPAA"); or (iii) any other personal data of an EU citizen deemed to be in a "special category" (as identified in EU General Data Protection Regulation or any successor directive or regulation).

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"Services" means InfraNodus's proprietary software-as-a-service solution(s), including the Dashboard, InfraNodus application programming interfaces (APIs), InfraNodus Code and InfraNodus Apps, as described in the applicable Order Form.

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"Taxes" means any sales, use, GST, value-added, withholding, or similar taxes or levies, whether domestic or foreign, other than taxes based on the income of InfraNodus.

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"Third-Party Platform" means any software, software-as-a-service, data sources or other products or services not provided by InfraNodus that are integrated with Services as described in the Documentation.

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2. InfraNodus Services

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2.1. Services Overview.

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InfraNodus's Services are a suite of text network analysis and visualisation tools used for data mining, topic modeling and discourse analysis. The Services are designed to enable Customer to better understand and analyse textual data, create visualizations, study discourse and get a different perspective on it, generate ideas, get help in writing or during the thinking process, provide recommendations.

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2.2. Provision of Services.

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Each Service is provided on a subscription basis for a set term designated on the Order Form (each, a "Subscription Term"). InfraNodus may also offer Professional Services (as defined in Section 12) related to certain Services. Customer will purchase and InfraNodus will provide the specific Services and related Professional Services (if any) as specified in the applicable Order Form.

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2.3. Access to Services.

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Customer may access and use the Services solely for its own benefit and in accordance with the terms and conditions of this Agreement, the Documentation and any scope of use restrictions designated in the applicable Order Form (including without limitation the number of People tracked). Use of and access to the Services is permitted only by Permitted Users. If Customer is given API keys or passwords to access the Services on InfraNodus's systems, Customer will require that all Permitted Users keep API keys, user ID and password information strictly confidential and not share such information with any unauthorized person. User IDs are granted to individual, named persons and may not be shared. If Customer is accessing the Services using credentials provided by a third party (e.g., Google), then Customer will comply with all applicable terms and conditions of such third party regarding provisioning and use of such credentials. Customer will be responsible for any and all actions taken

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using Customer's accounts and passwords. If any Permitted User who has access to a user ID is no longer an employee (or Contractor, as set forth below) of Customer, then Customer will immediately delete such user ID and otherwise terminate such Permitted User's access to the Service. The right to use the Services includes the right to deploy InfraNodus Code on Customer Properties in order to enable messaging, chat and similar functionality and to collect Customer Data for use with the Services as further described below.

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2.4. InfraNodus Apps.

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To the extent InfraNodus provides InfraNodus Apps for use with the Services, subject to all of the terms and conditions of this Agreement, InfraNodus grants to Customer a limited, non-transferable, non-sublicensable, non-exclusive license during any applicable Subscription Term to use the object code form of the InfraNodus Apps internally, but only in connection with Customer's use of the Service and otherwise in accordance with the Documentation and this Agreement.

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2.5. Deployment of InfraNodus Code.

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Subject to all of the terms and conditions of this Agreement, InfraNodus grants to Customer a limited, non-transferable, non-sublicensable, non-exclusive license during any applicable Subscription Term to copy the InfraNodus Code in the form provided by InfraNodus on Customer Properties solely to support Customer's use of the Service and otherwise in accordance with the Documentation and this Agreement. Customer must implement InfraNodus Code on the Customer Properties in order to enable features of the Services. Customer will implement all InfraNodus Code in strict accordance with the Documentation and other instructions provided by InfraNodus. Customer acknowledges that any changes made to the Customer Properties after initial implementation of InfraNodus Code may cause the Services to cease working or function improperly and that InfraNodus will have no responsibility for the impact of any such Customer changes.

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2.7. General Restrictions.

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Customer will not (and will not permit any third party to): (a) rent, lease, provide access to or sublicense the Services to a third party; (b) use the Services to provide, or incorporate the Services into, any product or service provided to a third party; (c) reverse engineer, decompile, disassemble, or otherwise seek to obtain the source code or non-public APIs to the Services, except to the extent expressly permitted by applicable law (and then only upon advance notice to InfraNodus); (d) copy or modify the Services or any Documentation, or create any derivative work from any of the foregoing; (e) remove or obscure any proprietary or other notices contained in the Services (including without limitation (i) the "InfraNodus" designation that may appear as part of the deployment of the Services on Customer Properties and (ii) notices on any reports or data printed from the Services).

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2.8. InfraNodus APIs.

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If InfraNodus makes access to any APIs available as part of the Services, InfraNodus reserves the right to place limits on access to such APIs (e.g., limits on numbers of calls or requests). Further, InfraNodus may monitor Customer's usage of such APIs and limit the number of calls or requests Customer may make if InfraNodus believes that Customer's usage is in breach of this Agreement or may negatively affect the Services (or otherwise impose liability on InfraNodus).

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2.9. Trial Subscriptions.

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If Customer receives free access or a trial or evaluation subscription to the Service (a "Trial Subscription"), then Customer may use the Services in accordance with the terms and conditions of this Agreement for a period of fourteen (14) days or such other period granted by InfraNodus (the "Trial Period"). Trial Subscriptions are permitted solely for Customer's use to determine whether to purchase a paid subscription to the Services. Trial Subscriptions may not include all functionality and features accessible as part of a paid Subscription Term. If Customer does not enter into a paid Subscription Term, this Agreement and Customer's right to access and use the Services will terminate at the end of the Trial Period. InfraNodus has the right to terminate a Trial Subscription at any time for any reason. NOTWITHSTANDING ANYTHING TO THE CONTRARY IN THIS AGREEMENT, InfraNodus WILL HAVE NO WARRANTY, INDEMNITY, SUPPORT, OR OTHER OBLIGATIONS WITH RESPECT TO TRIAL SUBSCRIPTIONS.

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3. Customer Data

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3.1. Rights in Customer Data.

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As between the parties, Customer will retain all right, title and interest (including any and all intellectual property rights) in and to the Customer Data as provided to InfraNodus. Subject to the terms of this Agreement, Customer hereby grants to InfraNodus a non-exclusive, worldwide, royalty-free right to use, copy, store, transmit, modify, create derivative works of and display the Customer Data solely to the extent necessary to provide the Services to Customer (for example, but not limited to, a following case: if the customer decides to make the data public and to share them via embeds or URLs).

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3.2. Storage of Customer Data.

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InfraNodus does not provide an archiving service. InfraNodus agrees only that it will not intentionally delete any Customer Data from any Service prior to termination of Customer's applicable Subscription Term. While InfraNodus will do every effort to keep the data safe and private, InfraNodus expressly disclaims all other obligations with respect to storage and integrity of the data stored on its servers.

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3.3. Customer Obligations.

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a) In General.

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Customer is solely responsible for the accuracy, content and legality of all Customer Data. Customer represents and warrants to InfraNodus that Customer has all necessary rights, consents and permissions to collect, share and use all Customer Data as contemplated in this Agreement (including granting InfraNodus the rights in Section 3.1 (Rights in Customer Data)) and that no Customer Data will violate or infringe (i) any third party intellectual property, publicity, privacy or other rights, (ii) any Laws, or (iii) any terms of service, privacy policies or other agreements governing the Customer Properties or Customer's accounts with any Third-Party Platforms. Customer will be fully responsible for any Customer Data submitted to the Services by any Person as if it was submitted by Customer.

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b) No Sensitive Personal Information.

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Customer specifically agrees not to use the Services to collect, store, process or transmit any Sensitive Personal Information. Customer acknowledges that InfraNodus is not a Business Associate or subcontractor (as those terms are defined in HIPAA) or a payment card processor and that the Services are neither HIPAA nor PCI DSS compliant. InfraNodus will have no liability under this Agreement for Sensitive Personal Information, notwithstanding anything to the contrary herein.

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c) Compliance with Laws.

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Customer agrees to comply with all applicable Laws in its use of the Services. Customer agrees not to upload any illegal information onto InfraNodus or any information that has been obtained illegally or that may infinge any laws (e.g. related to terrorism or harassment). Without limiting the generality of the foregoing, Customer will not engage in any unsolicited advertising, marketing, or other activities using the Services, including without limitation any activities that violate the Telephone Consumer Protection Act of 1991, CAN-SPAM Act of 2003 or any other anti-spam laws and regulations.

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d) Disclosures on Customer Properties.

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Customer acknowledges that the InfraNodus Code causes a unique cookie ID to be associated with each Person who accesses the Customer Properties, which cookie ID enables InfraNodus to provide the Services. Customer will include on each Customer Property a link to its privacy policy that discloses Customer's use of third party tracking technology to collect data about People as described in this Agreement. Customer's privacy policy must disclose how, and for what purposes, the data collected through InfraNodus Code will be used or shared with InfraNodus as part of the Services. Customer must also provide People with clear and comprehensive information about the storing and accessing of cookies or other information on the Peoples' devices where such activity occurs in connection with the Services and as required by applicable Laws. For clarity, as between Customer and InfraNodus, Customer will be solely responsible for obtaining the necessary clearances, consents and approvals from

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People under all applicable Laws.

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e) Copyright.

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Customer agrees to clear all the rights necessary for any copyright issues that may arise from uploading and sharing any content to InfraNodus. Any responsibility that may arise from adding copyright information to InfraNodus will lie solely with Customer.

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g) Fair service use.

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Customer agrees to use the Service and InfraNodus in a fair way, without breaching its security or overloading the server capacity. In case any breach or overload occurs, InfraNodus reserves the right to terminate this agreement with the Customer.

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3.4. Indemnification by Customer.

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Customer will indemnify, defend and hold harmless InfraNodus from and against any and all claims, costs, damages, losses, liabilities and expenses (including reasonable attorneys' fees and costs) arising out of or in connection with any claim arising from or relating to any Customer Data or breach or alleged breach by Customer of Section 3.3 (Customer Obligations). This indemnification obligation is subject to Customer receiving (i) prompt written notice of such claim (but in any event notice in sufficient time for Customer to respond without prejudice); (ii) the exclusive right to control and direct the investigation, defense, or settlement of such claim; and (iii) all necessary cooperation of InfraNodus at Customer's expense. Notwithstanding the foregoing sentence, (a) InfraNodus may participate in the defense of any claim by counsel of its own choosing, at its cost and expense and (b) Customer will not settle any claim without InfraNodus's prior written consent, unless the

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settlement fully and unconditionally releases InfraNodus and does not require InfraNodus to pay any amount, take any action, or admit any liability.

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3.5. Aggregated Anonymous Data.

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Notwithstanding anything to the contrary herein, Customer agrees that InfraNodus may obtain and aggregate technical and other data about Customer's use of the Services that is non-personally identifiable with respect to Customer ("Aggregated Anonymous Data"), and InfraNodus may use the Aggregated Anonymous Data to analyze, improve, support and operate the Services and otherwise for any business purpose during and after the term of this Agreement, including without limitation to generate industry benchmark or best practice guidance, recommendations or similar reports for distribution to and consumption by Customer and other InfraNodus customers. For clarity, this Section 3.5 does not give InfraNodus the right to identify Customer as the source of any Aggregated Anonymous Data.

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4. Security

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InfraNodus agrees to use commercially reasonable technical and organizational measures designed to prevent unauthorized access, use, alteration or disclosure of any Service or Customer Data. However, InfraNodus will have no responsibility and no liability for errors in transmission, loss of data, unauthorized third-party access or other causes beyond InfraNodus's control.

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5. Third-Party Platforms

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The Services may support integrations with certain Third-Party Platforms. In order for the Services to communicate with such Third-Party Platforms, Customer may be required to input credentials in order for the Services to access and receive relevant information from such Third-Party Platforms. By enabling use of the Services with any Third-Party Platform, Customer authorizes InfraNodus to access Customer's accounts with such Third-Party Platform for the purposes described in this Agreement. Customer is solely responsible for complying with any relevant terms and conditions of the Third-Party Platforms and maintaining appropriate accounts in good standing with the providers of the Third-Party Platforms. Customer acknowledges and agrees that InfraNodus has no responsibility or liability for any Third-Party Platform or any Customer Data exported to a Third-Party Platform. InfraNodus does not guarantee that the Services will maintain integrations with any Third-Party Platform and

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InfraNodus may disable integrations of the Services with any Third-Party Platform at any time with or without notice to Customer. For clarity, this Agreement governs Customer's use of and access to the Services, even if accessed through an integration with a Third-Party Platform.

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6. Ownership

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6.1. InfraNodus Technology.

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This is a subscription agreement for access to and use of the Services. Customer acknowledges that it is obtaining only a limited right to the Services and that irrespective of any use of the words "purchase", "sale" or like terms in this Agreement no ownership rights are being conveyed to Customer under this Agreement. Customer agrees that InfraNodus or its suppliers retain all right, title and interest (including all patent, copyright, trademark, trade secret and other intellectual property rights) in and to the Services and all Documentation, professional services deliverables and any and all related and underlying technology and documentation and any derivative works, modifications or improvements of any of the foregoing, including as may incorporate Feedback (collectively, "InfraNodus Technology"). Except as expressly set forth in this Agreement, no rights in any InfraNodus Technology are granted to Customer. Further, Customer acknowledges that the Services are offered as an

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on-line, hosted solution, and that Customer has no right to obtain a copy of any of the Services, except for InfraNodus Code and the InfraNodus Apps in the format provided by InfraNodus.

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6.2. Feedback.

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Customer, from time to time, may submit Feedback to InfraNodus. InfraNodus may freely use or exploit Feedback in connection with any of its products or services.

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7. Subscription Term, Refunds, Fees & Payment

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7.1. Subscription Term, Cancellations, and Renewals.

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Unless otherwise specified on the applicable Order Form, each Subscription Term will automatically renew every month or for additional twelve month periods unless either party gives the other written notice of termination at least fourteen (14) days prior to expiration of the then-current Subscription Term. Customer can also cancel their subscription using the self-serve Subscriptions Portal, in which case they can usually cancel the subscriptions themselves on a shorter notice, up to the moment it is set to renew.

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7.2. Refunds and Money Back Guarantee.

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Due to the nature of the digital service provided, InfraNodus will not provide any refunds unless requested by the customer within the 14 day trial period after the start of the subscription (as per InfraNodus money-back guarantee).

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7.3. Fees and Payment.

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All fees are as set forth in the applicable Order Form and will be paid by Customer within thirty (30) days of invoice, unless (a) Customer is paying via Credit Card or PayPal (as defined below) or (b) otherwise specified in the applicable Order Form. Except as expressly set forth in Section 9 (Limited Warranty) and Section 14 (Indemnification), all fees are non-refundable. The rates in the Order Form are valid for the initial one (1) (for monthly subscriptions) or twelve (12) month period (for annual subscriptions) of each Subscription Term and thereafter may be subject to an automatic adjustment increase. Customer is responsible for paying all Taxes, and all Taxes are excluded from any fees set forth in the applicable Order Form. If Customer is required by Law to withhold any Taxes from Customer's payment, the fees payable by Customer will be increased as necessary so that after making any required withholdings, InfraNodus receives and retains (free from any liability for payment of

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Taxes) an amount equal to the amount it would have received had no such withholdings been made. Any late payments will be subject to a service charge equal to 1.5% per month of the amount due or the maximum amount allowed by law, whichever is less.

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7.4. Payment Via Credit Card or PayPal.

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If you (Customer) is purchasing the Services via credit card, debit card, other payment card ("Credit Card”) or PayPal, the following terms apply:

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Recurring Billing Authorization. By providing Credit Card information and agreeing to purchase any Services, Customer hereby authorizes InfraNodus (or its designee) to automatically charge Customer's Credit Card or PayPal account on the same date of each calendar month (or the closest prior date, if there are fewer days in a particular month) during the Subscription Term for all fees accrued as of that date (if any) in accordance with the applicable Order Form. Customer acknowledges and agrees that the amount billed and charged each month may vary depending on Customer's use of the Services and may include subscription fees for the remainder of Customer's applicable billing period and overage fees for the prior month.

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Foreign Transaction Fees. Customer acknowledges that for certain Credit Cards, the issuer of Customer's Credit Card may charge a foreign transaction fee or other charges.

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Invalid Payment. If a payment is not successfully settled due to expiration of a Credit Card, insufficient funds, or otherwise, Customer remains responsible for any amounts not remitted to InfraNodus and InfraNodus may, in its sole discretion, either (i) invoice Customer directly for the deficient amount, (ii) continue billing the Credit Card once it has been updated by Customer (if applicable) or (iii) terminate this Agreement.

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Changing Credit Card Information. At any time, Customer may change its Credit Card information by entering updated Credit Card information via the "Subscriptions" page on InfraNodus dashboard (self-serve subscriptions portal).

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Termination of Recurring Billing. In addition to any termination rights set forth in this Agreement, Customer may terminate the Subscription Term by sending InfraNodus notice of non-renewal to info@noduslabs.com in accordance with Section 7.1 (Subscription Term and Renewals) or, if Customer's Subscription Term is on a monthly basis (or if otherwise permitted by InfraNodus), by terminating via the "Settings / Subscription" page on the Dashboard, with termination effective at the end of the current Subscription Term. As set forth in Section 2.9 (Trial Subscriptions), if Customer does not enter into a paid Subscription Term following a Trial Period, this Agreement and Customer's right to access and use the Services will terminate at the end of the Trial Period and Customer's Credit Card will not be charged.

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Payment of Outstanding Fees. Upon any termination or expiration of the Subscription Term, InfraNodus will charge Customer's Credit Card (or invoice Customer directly) for any outstanding fees for Customer's use of the Services during the Subscription Term, after which InfraNodus will not charge Customer's Credit Card for any additional fees.

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7.5. Suspension of Service.

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If Customer's account is thirty (30) days or more overdue, in addition to any of its other rights or remedies (including but not limited to any termination rights set forth herein), InfraNodus reserves the right to suspend Customer's access to the applicable Service (and any related services) without liability to Customer until such amounts are paid in full. InfraNodus also reserves the right to suspend Customer's access to the Services without liability to Customer if Customer's use of the Services is in violation of the acceptable use policy. After the access to the service is suspended InfraNodus reserves the right to erase the customer's data 30 (thirty) days after the suspense was put into place (60 days after the monthly / annual payment was not made). Before the data is deleted InfraNodus will contact the Customer using the contact details provided by the Customer during the Sign Up Process.

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8. Term and Termination

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8.1. Term.

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This Agreement is effective as of the Effective Date and expires on the date of expiration or termination of all Subscription Terms.

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8.2. Termination for Cause.

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Either party may terminate this Agreement (including all related Order Forms) if the other party (a) fails to cure any material breach of this Agreement (including a failure to pay fees) within thirty (30) days after written notice; (b) ceases operation without a successor; or (c) seeks protection under any bankruptcy, receivership, trust deed, creditors' arrangement, composition, or comparable proceeding, or if any such proceeding is instituted against that party (and not dismissed within sixty (60) days thereafter).

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8.3. Effect of Termination.

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Upon any expiration or termination of this Agreement, Customer will immediately cease any and all use of and access to all Services (including any and all related InfraNodus Technology) and delete (or, at InfraNodus's request, return) any and all copies of the Documentation, any InfraNodus passwords or access codes and any other InfraNodus Confidential Information in its possession. Provided this Agreement was not terminated for Customer's breach, Customer may retain and use internally copies of all reports exported from any Service prior to termination. Customer acknowledges that following termination it will have no further access to any Customer Data input into any Service, and that InfraNodus may delete any such data as may have been stored by InfraNodus at any time. Except where an exclusive remedy is specified, the exercise of either party of any remedy under this Agreement, including termination, will be without prejudice to any other remedies it may have under this Agreement,

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by law or otherwise.

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8.4. Survival.

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The following Sections will survive any expiration or termination of this Agreement: 2.7 (General Restrictions), 2.9 (Trial Subscriptions), 3.2 (Storage of Customer Data), 3.4 (Indemnification by Customer), 3.5 (Aggregated Anonymous Data), 6 (Ownership), 7.2 (Fees and Payment), 7.3 (Payment Via Credit Card), 8 (Term and Termination), 9.2 (Warranty Disclaimer), 13 (Limitation of Remedies and Damages), 14 (Indemnification), 15 (Confidential Information) and 17 (General Terms).

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9. Limited Warranty

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9.1. Limited Warranty.

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InfraNodus warrants, for Customer's benefit only, that each Service will operate in substantial conformity with the applicable Documentation. InfraNodus's sole liability (and Customer's sole and exclusive remedy) for any breach of this warranty will be, at no charge to Customer, for InfraNodus to use commercially reasonable efforts to correct the reported non-conformity, or if InfraNodus determines such remedy to be impracticable, either party may terminate the applicable Subscription Term and Customer will not receive any refund. InfraNodus may consider to refund some of the fees the Customer has pre-paid for use of such Service for the terminated portion of the applicable Subscription Term after the claim, but the final decision will depend on the circumstances and InfraNodus' decision. The limited warranty set forth in this Section 9.1 will not apply: (i) unless Customer makes a claim within fourteen (14) days of the date on which Customer first noticed the non-conformity, but not

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later than 14 days after the subscription term has started (ii) if the error was caused by misuse, unauthorized modifications or third-party hardware, software or services, or (iii) towards the use provided on a no-charge, trial or evaluation basis.

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9.2. Warranty Disclaimer. EXCEPT FOR THE LIMITED WARRANTY IN SECTION 9.1, ALL Services and PROFESSIONAL SERVICES ARE PROVIDED "AS IS". NEITHER InfraNodus NOR ITS SUPPLIERS MAKES ANY OTHER WARRANTIES, EXPRESS OR IMPLIED, STATUTORY OR OTHERWISE, INCLUDING BUT NOT LIMITED TO WARRANTIES OF MERCHANTABILITY, TITLE, FITNESS FOR A PARTICULAR PURPOSE OR NONINFRINGEMENT. InfraNodus does not warrant that Customer's use of THE ServiceS will be uninterrupted or error-free, nor does InfraNodus warrant that it will review the Customer Data for accuracy or that it will preserve or maintain the Customer Data without loss OR CORRUPTION. InfraNodus SHALL NOT BE LIABLE FOR THE RESULTS OF ANY COMMUNICATIONS SENT OR ANY COMMUNICATIONS THAT WERE FAILED TO BE SENT USING THE SERVICES. InfraNodus SHALL NOT BE LIABLE FOR DELAYS, INTERRUPTIONS, SERVICE FAILURES OR OTHER PROBLEMS INHERENT IN USE OF THE INTERNET AND ELECTRONIC COMMUNICATIONS, THIRD-PARTY PLATFORMS OR OTHER SYSTEMS OUTSIDE THE REASONABLE CONTROL OF

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InfraNodus. CUSTOMER MAY HAVE OTHER STATUTORY RIGHTS, BUT THE DURATION OF STATUTORILY REQUIRED WARRANTIES, IF ANY, SHALL BE LIMITED TO THE SHORTEST PERIOD PERMITTED BY LAW.

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10. Availability and Service Credits

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The Services are available subject to InfraNodus's Service Level Agreement. ("SLA"). In case of a downtime we do not provide any credits to the customer and cannot accept any liability for any business lost as a result of the downtime. However, we will do everything we can to help you resolve any issues you might have.

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11. Support

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During the Subscription Term of each Service, InfraNodus will provide end user support in accordance with InfraNodus's Support Policy ("Support Policy"). InfraNodus Support Policy depends on the type of the account a Customer has. In general we attempt to take a thorough look into every request, so it may take us up to 48 hours to respond. In some cases, where the response requires a more detailed review, we may take a longer time to respond.

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12. Professional Services

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InfraNodus will provide the professional consulting services ("Professional Services") purchased in the applicable Order Form. The scope of Professional Services will be as set forth in a Statement of Work referencing this Agreement and executed by both parties describing the work to be performed, fees and any applicable milestones, dependencies and other technical specifications or related information ("SOW"). Unless Professional Services are provided on a fixed-fee basis, Customer will pay InfraNodus at the per-hour rates set forth in the Order Form (or, if not specified, at InfraNodus's then-standard rates) for any excess services. Customer will reimburse InfraNodus for reasonable travel and lodging expenses as incurred. Customer may use anything delivered as part of the Professional Services in support of authorized use of the Services and subject to the terms regarding Customer's rights to use the Service set forth in Section 2 (InfraNodus Services) and the applicable SOW, but

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InfraNodus will retain all right, title and interest in and to any such work product, code or deliverables and any derivative, enhancement or modification thereof created by InfraNodus (or its agents).

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13. Limitation of Remedies and Damages

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13.1. Consequential Damages Waiver. EXCEPT FOR EXCLUDED CLAIMS (DEFINED BELOW), NEITHER PARTY (NOR ITS SUPPLIERS) SHALL HAVE ANY LIABILITY ARISING OUT OF OR RELATED TO THIS AGREEMENT FOR ANY LOSS OF USE, LOST DATA, LOST PROFITS, FAILURE OF SECURITY MECHANISMS, INTERRUPTION OF BUSINESS, OR ANY INDIRECT, SPECIAL, INCIDENTAL, RELIANCE, OR CONSEQUENTIAL DAMAGES OF ANY KIND, EVEN IF INFORMED OF THE POSSIBILITY OF SUCH DAMAGES IN ADVANCE.

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13.2. Liability Cap.

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InfraNodus'S AND ITS SUPPLIERS' ENTIRE LIABILITY TO CUSTOMER ARISING OUT OF OR RELATED TO THIS AGREEMENT SHALL NOT EXCEED THE MONTHLY SUBSCRIPTION AMOUNT (totaling €9, €29 or €79, depending on the account) PAID BY THE CUSTOMER.

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13.3. Excluded Claims.

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"Excluded Claims" means any claim arising (a) from Customer's breach of Section 2.7 (General Restrictions); (b) under Section 3.3 (Customer Obligations) or 3.4 (Indemnification by Customer); or (c) from a party's breach of its obligations in Section 15 (Confidential Information) (but excluding claims arising from operation or non-operation of any Service).

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13.4. Nature of Claims and Failure of Essential Purpose.

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The parties agree that the waivers and limitations specified in this Section 13 apply regardless of the form of action, whether in contact, tort (including negligence), strict liability or otherwise and will survive and apply even if any limited remedy specified in this Agreement is found to have failed of its essential purpose.

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14. Indemnification

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InfraNodus will not defend the Customer from and against any claim by a third party alleging that a Service when used as authorized under this Agreement infringes a U.S. patent, U.S. copyright, or U.S. trademark and will indemnify and hold harmless Customer from and against any damages and costs finally awarded against Customer or agreed in settlement by InfraNodus (including reasonable attorneys' fees) resulting from such claim. InfraNodus may consider doing so, provided that InfraNodus will have received from Customer: (i) prompt written notice of such claim (but in any event notice in sufficient time for InfraNodus to respond without prejudice); (ii) the exclusive right to control and direct the investigation, defense and settlement (if applicable) of such claim; and (iii) all reasonable necessary cooperation of Customer. If Customer's use of a Service is (or in InfraNodus's opinion is likely to be) enjoined, if required by settlement or if InfraNodus determines such actions are

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reasonably necessary to avoid material liability, InfraNodus may, in its sole discretion: (a) substitute substantially functionally similar products or services; (b) procure for Customer the right to continue using such Service; or if (a) and (b) are not commercially reasonable, (c) terminate this Agreement. InfraNodus may consider to refund to the Customer the fees paid by Customer for the portion of the Subscription Term that was paid by Customer but not rendered by InfraNodus (but that decision stays at InfraNodus' discretion). The foregoing indemnification obligation of InfraNodus will not apply: (1) if such Service is modified by any party other than InfraNodus, but solely to the extent the alleged infringement is caused by such modification; (2) if such Service is combined with products or processes not provided by InfraNodus, but solely to the extent the alleged infringement is caused by such combination; (3) to any unauthorized use of such Service; (4) to any action arising as

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a result of Customer Data or any third-party deliverables or components contained within such Service; (5) to the extent the alleged infringement is not caused by the particular technology or implementation of the Service but instead by features common to any similar product or service; or (6) if Customer settles or makes any admissions with respect to a claim without InfraNodus's prior written consent. THIS SECTION 14 SETS FORTH InfraNodus's AND ITS SUPPLIERS' SOLE LIABILITY AND CUSTOMER'S SOLE AND EXCLUSIVE REMEDY WITH RESPECT TO ANY CLAIM OF INTELLECTUAL PROPERTY INFRINGEMENT.

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15. Confidential Information

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Each party (as "Receiving Party") agrees that all code, inventions, know-how, business, technical and financial information it obtains from the disclosing party ("Disclosing Party") constitute the confidential property of the Disclosing Party ("Confidential Information"), provided that it is identified as confidential at the time of disclosure or should be reasonably known by the Receiving Party to be confidential or proprietary due to the nature of the information disclosed and the circumstances surrounding the disclosure. Any InfraNodus Technology, performance information relating to any Service, and the terms and conditions of this Agreement will be deemed Confidential Information of InfraNodus without any marking or further designation. Except as expressly authorized herein, the Receiving Party will (1) hold in confidence and not disclose any Confidential Information to third parties and (2) not use Confidential Information for any purpose other than fulfilling its obligations and

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exercising its rights under this Agreement. The Receiving Party may disclose Confidential Information to its employees, agents, contractors and other representatives having a legitimate need to know (including, for InfraNodus, the subcontractors referenced in Section 17.8 (Subcontractors)), provided that such representatives are bound to confidentiality obligations no less protective of the Disclosing Party than this Section 15 and that the Receiving Party remains responsible for compliance by any such representative with the terms of this Section 15. The Receiving Party's confidentiality obligations will not apply to information that the Receiving Party can document: (i) was rightfully in its possession or known to it prior to receipt of the Confidential Information; (ii) is or has become public knowledge through no fault of the Receiving Party; (iii) is rightfully obtained by the Receiving Party from a third party without breach of any confidentiality obligation; or (iv) is

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independently developed by employees of the Receiving Party who had no access to such information. The Receiving Party may make disclosures to the extent required by law or court order, provided the Receiving Party notifies the Disclosing Party in advance and cooperates in any effort to obtain confidential treatment. The Receiving Party acknowledges that disclosure of Confidential Information would cause substantial harm for which damages alone would not be a sufficient remedy, and therefore that upon any such disclosure by the Receiving Party the Disclosing Party will be entitled to seek appropriate equitable relief in addition to whatever other remedies it might have at law.

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17. General Terms

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17.1. Assignment.

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This Agreement will bind and inure to the benefit of each party's permitted successors and assigns. Neither party may assign this Agreement without the advance written consent of the other party, except that either party may assign this Agreement in connection with a merger, reorganization, acquisition or other transfer of all or substantially all of such party's assets or voting securities. Any attempt to transfer or assign this Agreement except as expressly authorized under this Section 17.1 will be null and void.

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17.2. Severability.

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If any provision of this Agreement will be adjudged by any court of competent jurisdiction to be unenforceable or invalid, that provision will be limited to the minimum extent necessary so that this Agreement will otherwise remain in effect.

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17.3. Governing Law; Dispute Resolution.

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a) Direct Dispute Resolution.

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In the event of any dispute, claim, question, or disagreement arising from or relating to this Agreement, whether arising in contract, tort or otherwise, ("Dispute"), the parties shall first use their best efforts to resolve the Dispute. If a Dispute arises, the complaining party shall provide written notice to the other party in a document specifically entitled "Initial Notice of Dispute," specifically setting forth the precise nature of the dispute ("Initial Notice of Dispute"). If an Initial Notice of Dispute is being sent to InfraNodus it must be emailed to info@noduslabs.com and sent via mail to:

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Attn: Dmitry Paranyushkin

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4, Rue de la Martinique

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75018 Paris France

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Following receipt of the Initial Notice of Dispute, the parties shall consult and negotiate with each other in good faith and, recognizing their mutual interest, attempt to reach a just and equitable solution of the Dispute that is satisfactory to both parties ("Direct Dispute Resolution"). If the parties are unable to reach a resolution of the Dispute through Direct Dispute Resolution within thirty (30) days of the receipt of the Initial Notice of Dispute, then the Dispute shall subsequently be resolved by arbitration as set forth below.

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b) Arbitration.

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IN THE EVENT THAT A DISPUTE BETWEEN THE PARTIES CANNOT BE SETTLED THROUGH DIRECT DISPUTE RESOLUTION, AS DESCRIBED ABOVE, THE PARTIES AGREE TO SUBMIT THE DISPUTE TO BINDING ARBITRATION. BY AGREEING TO ARBITRATE, THE PARTIES AGREE TO WAIVE THEIR RIGHT TO A JURY TRIAL. The arbitration shall be conducted before a single neutral arbitrator, in the European Union (France or Germany). The arbitration shall be administered in accordance with this document.

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The arbitration will occur in Paris, France but the parties may choose to appear by person, by phone, by another virtual means, or through the submission of documents.

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The arbitrator will issue a ruling in writing. Any issue concerning the extent to which any dispute is subject to arbitration, the applicability, interpretation, or enforceability of this agreement shall be resolved by the arbitrator. To the extent state law is applicable, the arbitrator shall apply the substantive law of France.

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All aspects of the arbitration shall be treated as confidential and neither the parties nor the arbitrators may disclose the content or results of the arbitration, except as necessary to comply with legal or regulatory requirements. The result of the arbitration shall be binding on the parties and judgment on the arbitrator's award may be entered in any court having jurisdiction. The arbitrator shall award to the prevailing party, if any, the costs and attorneys' fees reasonably incurred by the prevailing party in connection with the arbitration.

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c) Choice of Law and Jurisdiction. FOR ANY CLAIM WHICH IS NOT SUBJECT TO THIS DISPUTE RESOLUTION PROVISION, CUSTOMER AGREES TO SUBMIT AND CONSENT TO THE PERSONAL AND EXCLUSIVE JURISDICTION IN, AND THE EXCLUSIVE VENUE OF, THE GOVERNMENT COURTS LOCATED WITHIN PARIS, FRANCE. IN ANY DISPUTE, FRANCE LAW SHALL APPLY.

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d) Construction and Joinder. THIS AGREEMENT MUST BE CONSTRUED AS IF IT WAS JOINTLY WRITTEN BY BOTH PARTIES. BOTH CUSTOMER AND InfraNodus AGREE THAT EACH MAY BRING OR PARTICIPATE IN CLAIMS AGAINST THE OTHER ONLY IN THEIR RESPECTIVE INDIVIDUAL CAPACITIES, AND NOT AS A PLAINTIFF OR CLASS MEMBER IN ANY PURPORTED CLASS. NO ARBITRATION OR CLAIM UNDER THIS AGREEMENT SHALL BE JOINED TO ANY OTHER ARBITRATION OR CLAIM, INCLUDING ANY ARBITRATION OR CLAIM INVOLVING ANY OTHER CURRENT OR FORMER USER OF THE SERVICES, AND NO CLASS ARBITRATION PROCEEDINGS SHALL BE PERMITTED. IN THE EVENT OF ANY DISPUTE CONCERNING THE VALIDITY OR ENFORCEABILITY OF THIS PROVISION, SUCH CLAIM MUST BE ADJUDICATED BY A COURT AND NOT BY AN ARBITRATOR.

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e) Injunctive Relief.

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Notwithstanding the above provisions, InfraNodus may apply for injunctive remedies (or an equivalent type of urgent legal relief) in any jurisdiction.

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17.4. Notice.

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Any notice or communication required or permitted under this Agreement will be in writing to the parties at the addresses set forth on the Order Form or at such other address as may be given in writing by either party to the other in accordance with this Section and will be deemed to have been received by the addressee (i) if given by hand, immediately upon receipt; (ii) if given by overnight courier service, the first business day following dispatch or (iii) if given by registered or certified mail, postage prepaid and return receipt requested, the second business day after such notice is deposited in the mail.

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17.5. Amendments; Waivers.

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Except as otherwise provided herein, no supplement, modification, or amendment of this Agreement will be binding, unless executed in writing by a duly authorized representative of each party to this Agreement. No waiver will be implied from conduct or failure to enforce or exercise rights under this Agreement, nor will any waiver be effective unless in a writing signed by a duly authorized representative on behalf of the party claimed to have waived. No provision of any purchase order or other business form employed by Customer will supersede the terms and conditions of this Agreement, and any such document relating to this Agreement will be for administrative purposes only and will have no legal effect.

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17.6. Entire Agreement.

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This Agreement is the complete and exclusive statement of the mutual understanding of the parties and supersedes and cancels all previous written and oral agreements and communications relating to the subject matter of this Agreement. Customer acknowledges that the Services are on-line, subscription-based products, and that in order to provide improved customer experience InfraNodus may make changes to the Services, and InfraNodus will update the applicable Documentation accordingly. The support and service level availability terms described in the Support Policy and the SLA may be updated from time to time upon reasonable notice to Customer to reflect process improvements or changing practices (but the modifications will not materially decrease InfraNodus's obligations as compared to those reflected in such terms as of the Effective Date).

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17.7. Force Majeure.

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Neither party will be liable to the other for any delay or failure to perform any obligation under this Agreement (except for a failure to pay fees) if the delay or failure is due to unforeseen events that occur after the signing of this Agreement and that are beyond the reasonable control of such party, such as a strike, blockade, war, act of terrorism, riot, natural disaster, pandemic, failure or diminishment of power or telecommunications or data networks or services, or refusal of a license by a government agency.

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17.8. Subcontractors.

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InfraNodus may use the services of subcontractors and permit them to exercise the rights granted to InfraNodus in order to provide the Services under this Agreement, provided that InfraNodus remains responsible for (i) compliance of any such subcontractor with the terms of this Agreement and (ii) for the overall performance of the Services as required under this Agreement.

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17.9. Subpoenas.

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Nothing in this Agreement prevents InfraNodus from disclosing Customer Data to the extent required by law, subpoenas, or court orders, but InfraNodus will use commercially reasonable efforts to notify Customer where permitted to do so.

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17.10. Independent Contractors.

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The parties to this Agreement are independent contractors. There is no relationship of partnership, joint venture, employment, franchise or agency created hereby between the parties. Neither party will have the power to bind the other or incur obligations on the other party's behalf without the other party's prior written consent

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17.11. Export Control.

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In its use of the Services, Customer agrees to comply with all export and import laws and regulations of France and other applicable jurisdictions. Without limiting the foregoing, (i) Customer represents and warrants that it is not listed on any U.S. or EU government list of prohibited or restricted parties or located in (or a national of) a country that is subject to a U.S. or EU government embargo or that has been designated by the U.S. or EU government as a "terrorist supporting" country, (ii) Customer will not (and will not permit any of its users to) access or use the Services in violation of any U.S. or EU export embargo, prohibition or restriction, and (iii) Customer will not submit to the Services any information that is controlled under the U.S. EU International Traffic in Arms Regulations. In case Customer retains any such information, any obligations and costs that arise as a result on the side of InfraNodus will be Customer's full responsibility.

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17.12. Government End-Users.

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Elements of the Services are commercial computer software. If the user or licensee of the Services is an agency, department, or other entity of the United States or European Union Government, the use, duplication, reproduction, release, modification, disclosure, or transfer of the Services, or any related documentation of any kind, including technical data and manuals, is restricted by a license agreement or by the terms of this Agreement in accordance with Federal Acquisition Regulation 12.212 for civilian purposes and Defense Federal Acquisition Regulation Supplement 227.7202 for military purposes (as well as appropriate EU acts). All Services were developed fully at private expense. All other use is prohibited

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17.13. Counterparts.

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This Agreement may be executed in counterparts, each of which will be deemed an original and all of which together will be considered one and the same agreement.

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semantic variability:
×  ⁝⁝ 
×  ⁝⁝ 
Semantic Variability Score
— modulates diversity of the discourse network  how it works?
The score is calculated based on how modular the structure of the graph is (> 0.4 means the clusters are distinct and separate from one another = multiple perspectives). It also takes into account how the most influential nodes are dispersed among those clusters (higher % = lower concentration of power in a particular cluster).
Actionable Insight:

N/A

We distinguish 4 states of variability in your discourse. We recommend that a well-formed discourse should go through every stage during its evolution (in several iterations).

  1 - (bottom left quadrant) — biased — low variability, low diversity, one central idea (genesis and introduction stage).
  2 - (top right) - focused - medium variability and diversity, several concepts form a cluster (coherent communication stage).
  3 - (bottom right) - diversified — there are several distinct clusters of main ideas present in text, which interact on the global level but maintain specificity (optimization and reflection stage).
  4 - (left top) — dispersed — very high variability — there are disjointed bits and pieces of unrelated ideas, which can be used to construct new ideas (creative reformulation stage).

Read more in the cognitive variability help article.
Generate AI Suggestions
Your Workflow Variability:
 
Shows to what extent you explored all the different states of the graph, from uniform and regular to fractal and complex. Read more in the cognitive variability help article.

You can increase the score by adding content into the graph (your own and AI-generated), as well as removing the nodes from the graph to reveal latent topics and hidden patterns.
Phases to Explore:
AI Suggestions  
×  ⁝⁝ 
Main Topical Clusters & High-Level Ideas
  ?
The topical clusters are comprised of the nodes (words) that tend to co-occur together in the same context (next to each other).

We use a combination of clustering and graph community detection algorithm (Blondel et al based on Louvain) to identify the groups of nodes are more densely connected together than with the rest of the network. They are aligned closer to each other on the graph using the Force Atlas algorithm (Jacomy et al) and are given a distinct color.
please, add your data to display the stats...
+     full table     AI: Reveal High-Level Ideas

AI: Summarize Topics   AI: Explore Selected

Most Influential Keywords & Concepts
  ?
The most influential nodes are either the ones with the highest betweenness centrality — appearing most often on the shortest path between any two randomly chosen nodes (i.e. linking the different distinct communities) — or the ones with the highest degree.

We use the Jenks elbow cutoff algorithm to select the top prominent nodes that have significantly higher influence than the rest.

Click the Reveal Underlying Ideas button to remove the most influential words (or the ones you select) from the graph, to see what terms are hiding behind them.
please, add your data to display the stats...
+      ↻    Reveal Underlying Ideas

AI: Summarize Key Statements   AI: Topical Outline
Network Structure:
N/A
?
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.


 
Download: TXT Report  CSV Report  More Options
Structural Gap Insight
(topics to connect)   ?
A structural gap shows the two distinct communities (clusters of words) in this graph that are important, but not yet connected. That's where the new potential and innovative ideas may reside.

This measure is based on a combination of the graph's connectivity and community structure, selecting the groups of nodes that would either make the graph more connected if it's too dispersed or that would help maintain diversity if it's too connected.
N/A
Highlight in Network   ↻ Show Another Gap  
AI: Insight Question   AI: Bridge the Gap  
 
Discourse Entrance Points
(concepts with the highest influence / frequency ratio)   ?
These nodes have unusually high rate of influence (betweenness centrality) to their frequency — meaning they may appear not as often as the most influential nodes but they are important narrative shifting points.

These are usually effective entrance points into the discourse, as they link different topics together and have high inlfuence, but not too many connections, which makes them more accessible.
N/A
↻ Undo Selection AI: Select & Generate Content

Emerging Keywords
N/A

Evolution of Topics
(number of occurrences per text segment) ?
The chart shows how the main topics and the most influential keywords evolved over time. X-axis: time period (split into 10% blocks). Y-axis: cumulative number of occurrences.

Drag the slider to see how the narrative evolved over time. Select the checkbox to recalculate the metrics at every step (slower, but more precise).

 
Main Topics
(according to Latent Dirichlet Allocation):
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LDA stands for Latent Dirichlet Allocation — it is a topic modelling algorithm based on calculating the maximum probability of the terms' co-occurrence in a particular text or a corpus.

We provide this data for you to be able to estimate the precision of the default InfraNodus topic modeling method based on text network analysis.
Most Influential Words
(main topics and words according to LDA):
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We provide LDA stats for comparison purposes only. It works with English-language texts at the moment. More languages are coming soon, subscribe @noduslabs to be informed.

Sentiment Analysis


positive: | negative: | neutral:
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We analyze the sentiment of each statement to see whether it's positive, negative, or neutral. You can filter the statements by sentiment (clicking above) and see what kind of topics correlate with every mood.

The approach is based on AFINN and Emoji Sentiment Ranking

 
Use the Bert AI model for English, Dutch, German, French, Spanish and Italian to get more precise results (slower). Standard model is faster, works for English only, is less precise, and is based on a fixed AFINN dictionary.

Concept Relation Analysis:

please, select the node(s) on the graph or in the table below to see their connections...
+   ⤓ download CSV   ?

Use this feature to compare contextual word co-occurrences for a group of selected nodes in your discourse. Expand the list by clicking the + button to see all the nodes your selected nodes are connected to. The total influence score is based on betweenness centrality measure. The higher is the number, the more important are the connections in the context of the discourse.
Top Relations in 4-grams
(bidirectional, for directional bigrams see the CSV table below):

⤓ Download   ⤓ Directed Bigrams CSV   ?

The most prominent relations between the nodes that exist in this graph are shown above. We treat the graph as undirected by default. Occurrences shows the number of the times a relationship appears in a 4-gram window. Weight shows the weight of that relation.

As an option, you can also downloaded directed bigrams above, in case the direction of the relations is important (for any application other than language).

Text Statistics:
Word Count Unique Lemmas Characters Lemmas Density
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Text Network Statistics:
Show Overlapping Nodes Only

⤓ Download as CSV  ⤓ Download an Excel File
Discourse Network Structure Insights
 
mind-viral immunity:
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stucture:
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The higher is the network's structure diversity and the higher is the alpha in the influence propagation score, the higher is its mind-viral immunity — that is, such network will be more resilient and adaptive than a less diverse one.

In case of a discourse network, high mind-viral immunity means that the text proposes multiple points of view and propagates its influence using both highly influential concepts and smaller, secondary topics.

We recommend to try to increase mind-viral immunity for texts that have a low score and to decrease it for texts that have a high score. This ensures that your discourse will be open, but not dispersed.
The higher is the diversity, the more distinct communities (topics) there are in this network, the more likely it will be pluralist.
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.

We recommend to aim for Diversified structure if you're in the Biased or Focused score range and to aim for the Focused structure if you're in the Dispersed score range.

Modularity
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Influence Distribution
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Topics Nodes in Top Topic Components Nodes in Top Comp
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Nodes Av Degree Density Weighed Betweenness
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Discourse Advice:
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AI: Develop the Discourse
Narrative Influence Propagation:
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The chart above shows how influence propagates through the network. X-axis: lemma to lemma step (narrative chronology). Y-axis: change of influence.

The more even and rhythmical this propagation is, the stronger is the central idea or agenda (see alpha exponent below ~ 0.5 or less).

The more variability can be seen in the propagation profile, the less is the reliance on the main concepts (agenda), the stronger is the role of secondary topical clusters in the narrative.
propagation dynamics: | alpha exponent: (based on Detrended Fluctuation Analysis of influence) ?   show the chart
We plot the narrative as a time series of influence (using the words' betweenness score). We then apply detrended fluctuation analysis to identify fractality of this time series, plotting the log2 scales (x) to the log2 of accumulated fluctuations (y). If the resulting loglog relation can be approximated on a linear polyfit, there may be a power-law relation in how the influence propagates in this narrative over time (e.g. most of the time non-influential words, occasionally words with a high influence).

Using the alpha exponent of the fit (which is closely related to Hurst exponent)), we can better understand the nature of this relation: uniform (pulsating | alpha <= 0.65), variable (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).

For maximal diversity, adaptivity, and plurality, the narrative should be close to "fractal" (near-critical state). For fiction, essays, and some forms of poetry — "uniform". Informative texts will often have "variable + stationary" score. The "complex" state is an indicator that the text is always shifting its state.

Degree Distribution:
  calculate & show   ?
(based on kolmogorov-smirnov test) ?   switch to linear
Using this information, you can identify whether the network has scale-free / small-world (long-tail power law distribution) or random (normal, bell-shaped distribution) network properties.

This may be important for understanding the level of resilience and the dynamics of propagation in this network. E.g. scale-free networks with long degree tails are more resilient against random attacks and will propagate information across the whole structure better.
If a power-law is identified, the nodes have preferential attachment (e.g. 20% of nodes tend to get 80% of connections), and the network may be scale-free, which may indicate that it's more resilient and adaptive. Absence of power law may indicate a more equalized distribution of influence.

Kolmogorov-Smirnov test compares the distribution above to the "ideal" power-law ones (^1, ^1.5, ^2) and looks for the best fit. If the value d is below the critical value cr it is a sign that the both distributions are similar.
Please, enter a search query to visualize the difference between what people search for (related queries) and what they actually find (search results):

 
We will build two graphs:
1) Google search results for your query;
2) Related searches for your query (Google's SERP);
Click the Missing Content tab to see the graph that shows the difference between what people search for and what they actually find, indicating the content you could create to fulfil this gap.
Please, enter a search query to discover what else people are searching for (from Google search or AdWords suggestions):

 
We will build a graph of the search phrases related to your query (Google's SERP suggestions).
Compare informational supply (search results for your query) to informational demand (what people also search for) and find what's missing:

 
We will build two graphs:
1) the content that already exists when you make this search query (informational supply);
2) what else people are searching for when they make this query (informational demand);
You can then click the Niche tab to see the difference between the supply and the demand — what people need but do not yet find — the opportunity gap to fulfil.
Please, enter your query to visualize Google search results as a graph, so you can learn more about this topic:

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Discover the main topics, recurrent themes, and missing connections in any text or an article:  
Discover the main themes, sentiment, recurrent topics, and hidden connections in open survey responses:  
Discover the main themes, sentiment, recurrent topics, and hidden connections in customer product reviews:  
Enter a search query to analyze the Twitter discourse around this topic (last 7 days):

     advanced settings    add data manually

Enter a topic or a @user to analyze its social network on Twitter:

 advanced settings    add data manually

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